5 Als, 5 Personalities: What a 30-Day GEOExperiment Revealed

Experiment

https://preview.redd.it/cpahdu2i9prh1.png?width=1600&format=png&auto=webp&s=9a32c73dcb1cb0b6f5cbe276fdf3e513fca8e50b

in march 2026, A French GEO competition (get cited by 5 Als on an invented word, 30 days) ended with the participant taking 2nd and 3rd place using 4 sites, each running a different strategy (authority, broad coverage, data-driven content, canonical brand page). Key finding: each Al has a distinct, stable "citation personality" — there's no universal GEO tactic, only per-engine strategies (e.g., HTML injection worked on ChatGPT, a "lab pattern" worked on Claude/Mistral). Biggest discovery: a single English page on a French site got 94 citations in 10 days from Claude and Mistral alone — if this replicates on a B2B test, it could become a simple, high-leverage GEO technique.

the participant was Frédéric Jézégou

Posted Sep 25, 2026, 5:18 PM UTC

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