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Cloudflare clef vs LiquidAI d1-omni-600M

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.

SpecCloudflare clefLiquidAI d1-omni-600M
ProviderCloudflareLiquid AI
Decision Index score53.19.1
Calibration error (ECE)0.0400.128
Median latency (p50)102 ms11 ms
Cost per 1,000 decisions——
Parameters28B587M
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 readoutEncoder classifier
Licenseapache-2.0lfm1.0

FAQ

Is Cloudflare clef or LiquidAI d1-omni-600M more accurate?

Cloudflare clef scores higher on the Jev Decision Index (53.1 vs 9.1).

Which is better calibrated, Cloudflare clef or LiquidAI d1-omni-600M?

Cloudflare clef has the lower expected calibration error (0.040 vs 0.128), so its stated confidence is closer to how often it is right.

Is Cloudflare clef or LiquidAI d1-omni-600M 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.