Compare platforms & models

Side-by-side cost, token efficiency, and outcomes — grounded in real project data.

This feature is on the roadmap (Phase 6 — Intelligence). The page below describes what it will do. In the meantime, try the calculator or browse projects.

What comparisons will show

  • Cost per million tokens across platforms and models.
  • Median project cost by category and platform.
  • Token efficiency: outcome delivered per dollar spent.
  • Subscription vs API economics for the same workload.

The honesty rule

No comparison will be shown until the underlying sample is large enough to mean something, and every comparison will display its sample size. We would rather show nothing than a confident-looking chart built on three data points.