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ScaleDown Classify-1 vs Cloudflare clef-omni (30B-A3B)

ScaleDown Classify-1 is cheaper per 1,000 decisions. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecScaleDown Classify-1Cloudflare clef-omni (30B-A3B)
ProviderScaleDownCloudflare
Decision Index score—48.3
Calibration error (ECE)—0.040
Median latency (p50)—191 ms
Cost per 1,000 decisions$0.0080$0.030
Parameters—32B
Open weightsNoYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierDecoder LM with a decision readout
Licenseproprietaryapache-2.0

FAQ

Is ScaleDown Classify-1 or Cloudflare clef-omni (30B-A3B) more accurate?

At least one of the two has no Jev Decision Index score yet, so their accuracy cannot be compared here.

Which is better calibrated, ScaleDown Classify-1 or Cloudflare clef-omni (30B-A3B)?

No calibration difference between ScaleDown Classify-1 and Cloudflare clef-omni (30B-A3B) is recorded yet.

Is ScaleDown Classify-1 or Cloudflare clef-omni (30B-A3B) cheaper per 1,000 decisions?

ScaleDown Classify-1 is cheaper: about $0.0080 vs $0.030 per 1,000 decisions at 200 input tokens each.

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.