Independent research
AI SEO & Visibility Benchmarks
Reproducible, transparent benchmarks of AI-visibility platforms. Every report ships with raw data, methodology, and the exact Lighthouse configuration we ran.
July 2026
AI SEO Tools Benchmark 2026
Lighthouse + Feature Parity Report
9 AI-visibility platforms benchmarked on Lighthouse Performance (mobile & desktop), LCP, engine coverage, custom-agent support, and pricing. Raw CSV included.
Read the reportMore reports coming
Quarterly benchmark drops covering citation coverage across ChatGPT, Perplexity, Gemini, and Google AI Overviews. Want a specific comparison? Let us know.