Bekko System One v0 400M vs Cloudflare clef
Cloudflare clef is more accurate on the Jev Decision Index, Cloudflare clef is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.
| Spec | Bekko System One v0 400M | Cloudflare clef |
|---|---|---|
| Provider | hotchpotch | Cloudflare |
| Decision Index score | 15.2 | 53.1 |
| Calibration error (ECE) | 0.111 | 0.040 |
| Median latency (p50) | 17 ms | 102 ms |
| Cost per 1,000 decisions | — | — |
| Parameters | 400M | 28B |
| Open weights | Yes | Yes |
| Question types | Choice (one of N options), Score (ordered rubric), Yes / no | Choice (one of N options), Score (ordered rubric), Yes / no |
| Mechanism | Encoder classifier | Decoder LM with a decision readout |
| License | — | apache-2.0 |
FAQ
Is Bekko System One v0 400M or Cloudflare clef more accurate?
Cloudflare clef scores higher on the Jev Decision Index (53.1 vs 15.2).
Which is better calibrated, Bekko System One v0 400M or Cloudflare clef?
Cloudflare clef has the lower expected calibration error (0.040 vs 0.111), so its stated confidence is closer to how often it is right.
Is Bekko System One v0 400M or Cloudflare clef cheaper per 1,000 decisions?
A hosted price is not recorded for both models; open-weight models cost the compute you run them on.
Cost per 1,000 decisions assumes 200 input tokens per decision. Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.