LIVE EXPERIMENT · 18/100 → 80/100 · AI VISIBLE

Get Found by AI.We're Doing It in Public.

We scored 18/100 on AI search visibility. Follow our live experiment as we fix our site — step by step — and score yours for free.

Score My AI Visibility →Follow the live experiment ↓

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Get the exact Claude prompts
that moved our score +9.4 points.

We're documenting every AEO fix in real time. Subscribers get the Claude prompt sequence before it hits the blog — formatted, tested, copy-paste ready.

  • ✓40+ Claude prompts — organized by AEO dimension, in deployment order
  • ✓Works with Claude, ChatGPT, or Gemini — any LLM you already use
  • ✓Before/after score screenshots from every episode of the live experiment
  • ✓New prompts delivered each time our score updates — not a static PDF

PREVIEW — VIBE CODING AEO PLAYBOOK

1

Deploy Organization + Person @graph to root layout with sameAs links to LinkedIn and Wikidata…

D3 +8pt
2

Add Article JSON-LD with datePublished to every blog post using dynamic frontmatter values…

D2 +5pt
3

Create sitemap.xml with lastmod dates and submit to Google Search Console…

D6 +3pt
4

Create Wikidata entry for the Organization with official website, founder, and founding date…

D3 +5pt

40+ prompts across 8 AEO modules · new prompts added each episode

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Join practitioners documenting the shift from Search Economy to Answer Economy.

From the Blog

AI Visibility Intelligence.

Educational content, live experiment documentation, and brand audits — built to be cited by AI engines.

AI Visibility Education

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.

7 min readRead article →
The Experiment

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.

9 min readRead article →
Technical AI Visibility

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.

6 min readRead article →
View all articles →
About idea-lab.ai

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 →
AEOAnswer Engine Optimization
GEOGenerative Engine Optimization
18.2Our Baseline AI Visibility Score
LiveRebuild in Public

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.

Read the Lab Notes →Follow the Experiment