Cloudflare clef vs Decider chat · Gemma-4-31B
Decider chat · Gemma-4-31B 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 | Cloudflare clef | Decider chat · Gemma-4-31B |
|---|---|---|
| Provider | Cloudflare | Mapika |
| Decision Index score | 53.1 | 57.6 |
| Calibration error (ECE) | 0.040 | 0.047 |
| Median latency (p50) | 102 ms | 109 ms |
| Cost per 1,000 decisions | — | — |
| Parameters | 28B | 33B |
| 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 | Decoder LM with a decision readout | Decoder LM with a decision readout |
| License | apache-2.0 | — |
FAQ
Is Cloudflare clef or Decider chat · Gemma-4-31B more accurate?
Decider chat · Gemma-4-31B scores higher on the Jev Decision Index (57.6 vs 53.1).
Which is better calibrated, Cloudflare clef or Decider chat · Gemma-4-31B?
Cloudflare clef has the lower expected calibration error (0.040 vs 0.047), so its stated confidence is closer to how often it is right.
Is Cloudflare clef or Decider chat · Gemma-4-31B 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.