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Cloudflare clef vs decisio 0.6.0 (Gemma 4 31B)

decisio 0.6.0 (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.

SpecCloudflare clefdecisio 0.6.0 (Gemma 4 31B)
ProviderCloudflareaminry
Decision Index score53.158.5
Calibration error (ECE)0.0400.142
Median latency (p50)102 ms54 ms
Cost per 1,000 decisions——
Parameters28B31B
Open weightsYesYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismDecoder LM with a decision readoutDecoder LM with a decision readout
Licenseapache-2.0—

FAQ

Is Cloudflare clef or decisio 0.6.0 (Gemma 4 31B) more accurate?

decisio 0.6.0 (Gemma 4 31B) scores higher on the Jev Decision Index (58.5 vs 53.1).

Which is better calibrated, Cloudflare clef or decisio 0.6.0 (Gemma 4 31B)?

Cloudflare clef has the lower expected calibration error (0.040 vs 0.142), so its stated confidence is closer to how often it is right.

Is Cloudflare clef or decisio 0.6.0 (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.