geobench.md

GEO benchmark for oh-my-codex

This repository includes a geobench product spec for measuring LLM answer visibility: hit rate, MRR, share of voice, citation rate/share, and confidence intervals.

/path/to/geobench/dist/geobench estimate --product geobench/oh-my-codex.yaml --providers openai --tier cheap
/path/to/geobench/dist/geobench profile geobench/oh-my-codex.yaml
/path/to/geobench/dist/geobench bench --product geobench/oh-my-codex.yaml --providers openai --tier cheap --mode benchmark

Publish aggregate metrics only; do not publish raw provider answers, secrets, or private run logs.