We charge clients $15k to build this for them. I'm giving it away for free. It's an AI SEO / AEO API Docs Generator. A tool that creates structured documentation about your company that LLMs can actually read and cite. Here's why every company needs one. AI agents take the path of least resistance. Three things determine whether your company shows up in LLM responses: - Discovery. RAG systems chunk and embed content. Structure helps retrieval relevance. Clean data surfaces faster. - Citation accuracy. Atomic claims are easier to quote without hallucination. LLMs can confidently cite you. - Agent tooling. MCP servers and APIs give LLMs direct access. Not just parseable text. Actual queryable data. Long form content still matters for LLMs. But structured documentation can improve your visibility. Think of it as adding a layer that makes your content easier to discover, easier to cite, and easier for AI agents to access directly. This is the AEO opportunity right now. Google's Universal Commerce Protocol already supports MCP integration. Shopify, Walmart, Target are building on it. @mintlify recently launched automatic MCP server generation from documentation. The infrastructure for AI first discovery is being built RIGHT NOW. I built an AEO API Docs Generator to do this for our clients. I'm giving it away for free. It researches your company and outputs structured documentation that LLMs can parse: - Product capabilities in atomic, verifiable claims - Use cases with clear problem/solution framing - Integration specs in machine readable format - Competitive positioning that AI can cite accurately And then prepares it all in @mintlify format for a one-click upload to beautiful API docs. You're building data infrastructure that makes your company queryable by AI agents. The companies doing this now will own the AI discovery layer. Comment "DOCS" and I'll send you the repo that automates the entire process for you.

Google patented the death of traditional SEO and nobody noticed. I spent all week studying the AI Mode patent filings. What they reveal changes everything about how content gets selected for AI search. THE SHIFT: Traditional Google: Rank pages → Show blue links → Users click AI Mode: Generate themes → Search each simultaneously → Cite specific claims Google's patents reveal three mechanisms that kill traditional SEO tactics: 1. PORTION-LEVEL VERIFICATION Google doesn't cite your page. They cite individual claims in your content. The system uses embedding-distance thresholds to match summary spans to specific paragraphs. If your content isn't structured as atomic, verifiable claims in 1-3 sentence paragraphs, you're invisible. Domain authority is dead. Claim-level verifiability is everything. 2. QUERY FAN-OUT AI Mode literally generates "theme phrases" from your H2 headers and searches each in parallel. This isn't keyword optimization anymore. It's subtopic coverage. If you're not answering what/why/how/risks/tools/alternatives/costs in separate sections with theme-ready headers, you're not in the retrieval set. 3. CONFIDENCE GATING One authoritative source isn't enough. Google's patent explicitly states portion confidence depends on "the trustworthiness AND QUANTITY of verifying search result documents (SRDs)." You need multiple sources saying the same thing. Single-source expertise loses to multi-source consensus. THE IMPLICATIONS: Content architecture beats content volume. Anchor-deep citations replace page-level backlinks. Hub-and-spoke structures dominate standalone articles. I built a complete analysis with DOK1-4 framework covering: - Portion-verifiable content templates - Synthetic query pre-emption strategies - Confidence signal stacking protocols (see screenshot below) Comment "PATENT" if you want the full 8,000-word analysis. Too dense for a thread, but it's all extracted directly from the filings.

In March, I argued SEO was dying. Now a16z is making the same case. The $80 billion SEO market is cracking and something new is being born: LLM Optimization (LLMO). Here's the 3-step method to identify exactly where AI should mention your brand but doesn't (🧵)

It ain't easy being #1

Soon NO HUMANS will visit your website. Today 80% of consumers resolve 40% of searches with zero clicks. I've spent the last two months building a detailed LLM Optimization Playbook to show you how to actually make your brand show up in AI answers. 🧵(pdf playbook at the end)