Benchmarks
Transparent benchmarks of B2B data and enrichment APIs. Each report documents its methodology and links to available resources for auditing the approach or running a fresh test.

Lookalike API Benchmark: 10 Providers Compared on 48 Companies
Our analysis of Openbenchmarks’ lookalike study. Compare top-10 and top-100 precision, judged-seed coverage, and the limits of the published results.
View benchmark →
People Search API Benchmark: 7 Providers Tested on 502 Companies
Seven people search APIs tested on the same 502 YC companies. Compare company coverage, correct people, stale and wrong results, unique finds, and cost.
View benchmark →
Company Enrichment API Benchmark: 6 Providers Tested on 500 Domains
Six domain-based company enrichment APIs tested on the same 349 DNS-resolved domains. Coverage, data depth, social/firmographic/funding fill rates — with the canonical model, raw JSONL, and generator script all published.
View benchmark →