Fully automated. Hardware links marked sponsored are affiliate links and never touch the ranking. Catalog data via OpenRouter and models.dev. Recommendations are synthesized from cited community sources and benchmarks. See methodology, including how public excerpts and deletions are handled.
modelmatchbookIndependent recommendations, with sources