experiment running · updated weekly
The live experiment log.
Every week one variable changes. Six LLMs queried. Results published. No spin — only data.
// what this log tracks
Every week we change one optimization variable on a page, then query ChatGPT, Perplexity, Claude, Gemini, Copilot, and Llama with three identical prompts. We log whether each LLM cites geoexperiment.com — and publish every result, whether it confirms our hypothesis or not.
1
weeks of data
6
LLMs queried weekly
0%
week 1 citation rate
18
queries run week 1
// experiment entries
// wk 01
Baseline — Answer-First Structure + Launch
2026-06-08 · variable: answer-first content structure · pages: /learn/ /glossary/ /experiments/
0/6
cited
0%
rate
→
// wk 02
Variable: FAQPage Schema Addition
2026-06-15 · results published after queries run
// wk 03
Variable: Dataset Schema on /experiments/
2026-06-22 · results published after queries run
// wk 04
Variable: Internal Linking Depth
2026-06-29 · results published after queries run
// the three locked queries
These three queries never change. Permanence ensures the data is comparable week over week.
Q1 → what is generative engine optimization
Q2 → what is the difference between GEO and SEO
Q3 → how do I get my content cited by AI systems