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Cloudflare clef-flash vs Standard One 8B SH (v3)

Cloudflare clef-flash is more accurate on the Jev Decision Index, Cloudflare clef-flash is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecCloudflare clef-flashStandard One 8B SH (v3)
ProviderCloudflareStandard Thinking
Decision Index score47.645.0
Calibration error (ECE)0.0250.080
Median latency (p50)53 ms80 ms
Cost per 1,000 decisions——
Parameters10B9B
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-2.0apache-2.0

FAQ

Is Cloudflare clef-flash or Standard One 8B SH (v3) more accurate?

Cloudflare clef-flash scores higher on the Jev Decision Index (47.6 vs 45.0).

Which is better calibrated, Cloudflare clef-flash or Standard One 8B SH (v3)?

Cloudflare clef-flash has the lower expected calibration error (0.025 vs 0.080), so its stated confidence is closer to how often it is right.

Is Cloudflare clef-flash or Standard One 8B SH (v3) 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.