AI Search

Choose your AI. Turn on web search.

Live, in-the-wild visibility evaluation

A benchmark for evaluating Generative Engine Optimization in real-world search environments.

LIVE-GEO measures whether GEO strategies can improve visibility across web-connected AI systems under controlled, reproducible conditions.

Browse the catalogueDownload the raw JSON

150 categories · 900 listings · edition 9 Oct 2026

AgenticGEOCOREC-SEOE-GEOStatistics Addition
A sapling with 5 GEO methods. It grows bigger at 15.AgenticGEO · CORE · C-SEO · E-GEO · Statistics Addition

How it works

  1. Rewrite

    Download the raw JSON and rewrite only the descriptions and reviews, with your own method.

  2. Publish

    Upload the file. It is checked for safety, then reviewed and checked for faithfulness, and your version is published beside the Original in every category.

  3. Ask

    Ask any web-connected AI for the best product in a category. Record the rank, the engine and the date. A listing the AI could not reach has no rank.

See the three study prompts

These are the prompts from our 150-category study, shown for one category. Copy one into a web-connected AI and swap in any category.

1. Product URLs ChatGPT

For the query "best cryoplanation-terrace bunkhouse", open the six product listings below and rank them from 1 (best) to 6.

https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/egeo.html
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/agenticgeo.html
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/geo-statisticsaddition.html
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/original.html
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/core.html
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/cseo.html

Return a Markdown table with columns:
Rank | Product name | Product URL | Read full description? | Read full comments? | Brief reason | The order in which items are fetched.

Include each listing exactly once. Report reading status honestly; use partial or no when appropriate. Base your reasons on the information you could access.

2. Category page ChatGPT

For the query "best cryoplanation-terrace bunkhouse", use the category page below to discover its six product listings, including Original. Open the listings yourself and rank them from 1 (best) to 6.

https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/

Return a Markdown table with columns: Rank | Product name | Product URL | Read full description? | Read full comments? | Brief reason. Include each listing exactly once. Report reading status honestly; use partial or no when appropriate.

3. Category page Gemini

For the query "best cryoplanation-terrace bunkhouse", use the category page below to discover its six product listings. Open the listings yourself and rank them from 1 (best) to 6.
https://livegeobench.com/s/live-geo-20261015-r4/cryoplanation-terrace-bunkhouse/
Return a Markdown table with columns: Rank | Product name | Product URL | Read full description? | Read full comments? | Brief reason | the order in which items are fetched. Include each listing exactly once. Report reading status honestly; use partial or no when appropriate.

A listing the AI could not open is recorded as not observed, never as last place.

Catalogue

18 families · 150 categories · 150 brands · 900 listings · Catalogue index (JSON)