Every number on this site, with its source.
Who measured it, on what sample, and when we checked it. A number with no line here does not ship.
/dev-tools
- arXiv 2607.12056 · checked 2 Aug 2026
- Evil Martians server logs, May–Jul 2026 · checked 2 Aug 2026
- arXiv 2503.17181 · 8 production LLMs, BigCodeBench 525 tasks · checked 2 Aug 2026
- OpenAI bot documentation, fetched 15 Sep 2026
- Google Search Central, 15 May 2026 · arXiv 2604.27790
/dashboard
- AgencyAnalytics 2026 Benchmarks, n=494, fielded Feb–Apr 2026 · tool-vendor figure
/
- 11,500-query benchmark, arXiv 2604.27790 · checked 15 Sep 2026
- Pew Research Center · 68,879 real Google searches · Mar 2025 · checked 2 Aug 2026
- "GEO at Scale", arXiv 2606.20065 · 100K+ responses, 100+ brands · tool-vendor figure · checked 2 Aug 2026
- "GEO at Scale", arXiv 2606.20065, as above
- Google Search Central, AI features guide, as read 16 Sep 2026
/choose
- Google Search Central, 15 May 2026
- arXiv 2604.07585
- Google Search Central, AI features guide, as read 16 Sep 2026
- siegemedia.com business form · victorious.com, both as read 2 Sep 2026
- AgencyAnalytics 2026 Benchmarks, n=494 · tool-vendor figure
- NP Digital practitioner survey, April 2026, n=200, via the 2 Sep 2026 research file; tool-vendor figure