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Affiliate disclosure

Some links on BenchLM are affiliate links. If you sign up for a product or service through one of them, we may earn a commission at no extra cost to you. This is how we fund the benchmark tracking, verification work, and infrastructure behind the site.

The rule that matters

Affiliate partnerships never influence scores, rankings, or model coverage. There are no paid positions in any table, leaderboard, or recommendation — ever. Rankings are computed from benchmark data using the public methodology, and that pipeline has no input from partners.

How affiliate links appear

Every affiliate placement is labeled “Affiliate disclosure” on callout boxes and includes the same disclosure in article resource lists. Placements are matched to page intent, kept outside ranking tables, and removed when there is no relevant partner or they hurt the reading experience.

Current partners

This list is generated from the same registry that builds live referral links, so it stays aligned with the programs currently active on BenchLM.

  • outrank.so — AEO/SEO content engine we use for ranking research.
  • ElevenLabs — Text-to-speech and voice AI — the standard for production voice agents.
  • Browse AI — No-code web scraping and monitoring — turn any website into structured data or an API.
  • Netlify — Deploy frontends, edge functions, and AI apps with a managed build and preview workflow.
  • Kimi — Kimi's official referral flow with invite code P449PL applied.

Questions

If a placement ever looks like it conflicts with ranking neutrality, we want to know — reach out on X.