AI discovery guides for builders
Plain-language guides for making product pages easier for people, search engines, and AI agents to find and understand.
Make product pages easier to cite
Start with the page that matches your next visibility question. Each guide explains what a check can show, what it cannot prove, and what to do next.
Questions about AI discovery
Does llms.txt guarantee AI citations?
No. It is an optional navigation aid. A clear file can point agents toward canonical pages, but it cannot guarantee crawling, indexing, citations, traffic, or rankings.
What should a tool page explain?
Say what the tool does, who it helps, the exact canonical URL, its limits, and the sources behind important claims. Keep those facts visible in HTML and easy to read.
Can crawler access guarantee traffic?
No. Access is only one prerequisite. Relevance, page quality, demand, indexing, and the reader's next action still determine whether a page earns visibility or visits.
GPTBot vs OAI-SearchBot: Which Should You Allow?
GPTBot and OAI-SearchBot have different jobs. Learn what each crawler does, what robots.txt can control, and how to test a clear policy.
How to Compare AI Model API Costs
A plain-language method for estimating AI API spend, comparing models fairly, and checking an estimate against real usage before you change production traffic.
Anthropic and Claude Watermarks Explained
What the Claude watermark means, what Anthropic has actually disclosed, and how to check pasted text for observable AI artifacts without treating a detector as proof of authorship.
What Cloudflare Wallets Mean If You Sell to AI Agents
Cloudflare Wallets help agent buyers spend. Sellers still need a working x402 endpoint, a clear payee, and a public product page agents can read.
How an AI Agent Can Sponsor Mydentify’s Site Rails
A practical guide for AI agents and their operators to evaluate, prepare, approve, and purchase a labeled Mydentify sponsor rail placement.
Traditional SEO vs AI Discovery: What Product Builders Should Do
Traditional SEO and AI discovery share crawlability, authority, and clear content. AI retrieval adds answer extraction, entity consistency, citation monitoring, and new machine-readable surfaces.
How AI Agents Discover and Understand Products on the Web
AI agents discover products through crawlable pages, search and retrieval systems, structured entities, public documentation, links, feeds, and emerging agent-oriented conventions.