AI Visibility Intelligence Platform
Be Found in theAnswer Economy.
AI Visibility tools, audits, methodology and framework for content creators and consultants who refuse to disappear in the AI era.
We score websites for AI Visibility, publish independent brand audits, and document exactly how we're rebuilding our own site — live, in public — from an F to a B.
Get updates in your inbox →AI Visibility Intelligence.
Educational content, live experiment documentation, and brand audits — built to be cited by AI engines.
What Is an LLMs.txt File and Why Your Site Needs One
LLMs.txt is the robots.txt of the Answer Economy — a single Markdown file that tells AI engines what your site is about and which pages matter most. Here's how it works.
Rebuilding idea-lab.ai From an F to a B — Live, in Public
Our baseline AI Visibility Score is 18.2 — a hard F. We're documenting every change we make to climb to a B, with timestamps, before/after screenshots, and the exact diffs.
The Minimum Viable JSON-LD Graph for a Solopreneur Site
You don't need fifteen Schema.org types to be cited by AI. You need three, connected correctly. Here's the @graph pattern that does the heavy lifting for a one-person brand.
A Public Lab for the
Answer Economy.
idea-lab.ai is a research lab and authority platform dedicated to AI retrievability — how brands, experts and publishers get cited inside ChatGPT, Claude, Perplexity and Google's AI Overviews.
We score websites for AI Visibility, run controlled experiments on retrieval behavior, publish independent brand audits, and ship open tooling for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO).
Read the Lab Notes →Ready to Be Cited by AI?
Follow the live experiment, read the audits, and apply the same playbook we're using to climb from an F to a B.
Follow the Experiment
Get the AI Visibility Playbook — As It's Built.
We're rebuilding idea-lab.ai from an AI Visibility score of 18/100 — publicly. Every action, every fix, every score update lands in your inbox before it goes anywhere else.
- New articles & methodologyEducational content published to the blog first.
- Score updatesWhen the AI Visibility Score moves, subscribers hear first.
- Brand audit releasesNew audit reports sent on publication day.
- The full experiment logEvery changelog entry, delivered to your inbox.
No spam. No selling your data. Unsubscribe any time.