Observed arrival · 2026-10-03

LIVE-GEO: citation tests with counterbalanced cards

livegeobench.com Visit website

Editorial interest 78/100 Selection signal · not a rating of the site

An open benchmark for testing how rewritten product listings affect citations from live AI search engines.

Landing page captured for the 2026-10-03 issue.

For: GEO researchers and AI search practitioners
Worth noticing: Card order is counterbalanced to limit list-position effects; snapshots are frozen for comparison.

Field notes

The catalogue uses fictional products, listings rewritten by competing methods, and contributor-recorded citations from ChatGPT, Perplexity, and Gemini; snapshots are frozen and card order counterbalanced. The homepage links to methodology and raw.json, and says uploads are retained for review while standard server logs—including the card order shown—are kept for 180 days; TopCited discloses that its own CORE method is eligible.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

✦PrettyNotable craft visible

●ProPolished or operationally mature

◎NicheUnusually specific use

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