Computer-Use Models Will Agentify the Web, Not APIs

VideoAI EngineerTalk

Dhruv Batra argues that AI agents will navigate the web via visual computer-use models rather than APIs or MCP servers. While high-traffic platforms might expose programmatic endpoints, the web's long tail of roughly 200 million active sites relies on legacy infrastructure, scanned files, and client-rendered states that only visual interaction can reliably parse.
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Key points

  1. Challenging the API premise: Expecting the wider web to adopt standardised APIs or MCP servers overlooks the long tail of around 200 million active sites that rarely update.
  2. Restaurant menu spectrum: Data availability varies from clean HTML text to linked PDFs and unreadable JPEG image galleries that defeat standard OCR.
  3. Public sector procurement realities: Searching solicitations across 15,000–20,000 US school districts can involve FOIA requests, physical email printouts, and scanned Google Drive attachments.
  4. Limits of HTML parsing: Modern websites function like game engines; states like 'sold out' are computed and styled via scripts rather than explicitly written in DOM text.
  5. Navigator architecture: Yutori's model processes screenshots to output clicks, writes JavaScript when execution speed permits, and failed only 8 of 300 benchmark trajectories.

Why it matters

Many agent architectures incorrectly assume third parties will publish machine-readable interfaces. In reality, enterprise and administrative systems often remain unchanged for decades, making visual computer-use models the only viable path to automated execution across the broader web.

Analysis

Invoking the 'bitter lesson' for web agents, Batra highlights that bespoke site scaffolding fails to generalise. Because browsers compute state dynamically at runtime, rendered pixels represent the true state of an application. Rather than waiting for ubiquitous protocol adoption, practical web automation must interface with the visual surface the web was originally designed for.

Transcript

Show the full transcript (25,191 words)
[Music] Um, welcome. Let's get started. So, my name is Dhrubajyoti Bhatra, I want to talk to you about an argument. There's an argument online that says, roughly speaking, AI agents will be the drivers of action on the web, not humans, that there will be more agents clicking buttons, reading things, buying things for us, than human eyeballs on the web. Um, you drive one step deeper into the argument, and you ask how will this happen, because today the web is extremely hostile to automated traffic. And the answer usually is the web will be agentified. Um, you drive one step deeper into what does that mean and how will that happen, and the answer usually is with APIs that agents will call via some set of protocols and the set of protocols grows over time. It was initially supposed to be MCP servers, then web MCP, and for payments there are 20 different competing protocols, and you know, every single company wants to introduce their own protocol along the way, but okay, there will be APIs, is the is the argument. My claim today and argument and what I hope to convince you today is that this last bit is wrong. I think the first two I generally agree with, this last bit that suddenly the web will provide you APIs for accessing things is is just delusional. And my claim is computer-use agents and computer-use models will agentify the web, not APIs. And more specifically, the long-tail of the web, um the head of the distribution, the most popular website perhaps will give you the API, but the long-tail will not. Um, and the story starts uh usually with these sorts of use cases. I I agree that they also frustrate me. When people show a use case of, find me business class flights from Miami to Palma de Mallorca for August and somehow they expect that behind the scenes it'll be a computer-use agent clicking buttons on flights.google.com. I find this example, this is my own example, I I'm not dunking on anybody else, I find this example bizarre. Why would you possibly do it this way? Aren't you aware that there are already aggregators, you send them a variable, they will send you a JSON. Your LLMs can do tool calling, why would you click buttons? The purpose of those clicking buttons is to generate this behind the scenes. So we're on the same page there. The next step usually is, okay let's roll this out to some other case. Um, I want to know does my favorite restaurant, or does this restaurant have gluten-free items on the restaurant's menu? And so I assume that there's going to be a similar endpoint somewhere for that restaurant website or via an aggregator that accepts a query that I can filter through, where I can ask for give me your menu items that are gluten-free. Um, I want to, for those of you who can already see, I want to rid you of the delusion that such an endpoint exists. Uh and I want to show you, just for the sake of, you know, being on the same page, what two restaurant pages look like. Um, there are three that are on the screen. This is the first one. This is what we imagine a prototypical, this is easy mode. You go to a web page, there's no API, but at least it's text. It's in German, sure. A different part of the world, models can speak languages. I see text and I see pricings. Maybe this is easily scrapable. Okay. This is easy mode. The medium mode is a a a page like this where of course the thing that you're looking for is slightly hidden away. You press the menu button, it actually takes you to a PDF. Okay fine. If your agent has to do this, it needs a PDF reader mode, fine. Like, you know, I can highlight these, okay so this is at least text. No problem. Like, you know, I will dump this into ChatGPT or whatever and it'll do it. Here's the hard mode. This is what a hard mode website for a restaurant looks like. Where there's just pictures of the people who created the restaurant, um of where they're located, of menu items and you're like, where is the menu? Uh does anybody speak Spanish? Nuestra carta, see? Okay. Let's let's check that's our menu. Um, you click there. Oh my God, these are what am I staring at? Okay. Uh you click on it, oh it's a gallery of of individual, what is this? This is a, this is a, this is a pixelated. This, there's no text here. I am looking at JPEGs embedded in a gallery which contain the PDF items. You download this and you put it into ChatGPT and it's having str- it's struggling doing OCR on this thing. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Um, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US, and I want to ask the question, is this school district where I give you, you know my district.gov, is this school district procuring a laptop right now? Right? It's a simple question. And I want a similar endpoint, I want to say RFP status open and topic laptop. And you think this will exist. Uh, let me tell you what these websites look like again. Um, this is what easy mode looks like. This is, you know, Ithaca Public Schools. Um, okay, there's some portal, uh maybe there's, you know, uh some, you know, enrollment is maybe the wrong place to go. This is what slightly harder mode looks like. Um, this is a different public school. You look at the menu under finance, there's purchasing. Under purchasing, there's certain solicitations. Um, scanned PDF again, okay, very nice. Uh so no text in here, but this is how they tell you about what they have, have purchased. Um, and for ultimate boss level, I want to show you a different school district where in order to find information, you have to file a request for access of infor- or information under Freedom of Information Act. And then what they do is they scan your email that you sent to them and they will scan that email, put it on a Google Drive and then attach PDFs associated with your request. These are the people you're telling me will give you an MCP server. The the the amount of delusion here is off the chart. Like, if there was ever a time to to to say, go touch grass, like I think this is it. Okay, so this is what the web looks like. You're telling me this will give you an API endpoint that you can pass gluten-free items and it'll tell you what that is. That's an example number one. Let's take a look at another examples. Uh, this is much more, so you know, enterprise focused. Um, I am a business, I want to sell to a school district. There's about 15 to 20,000 school districts in the US

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