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rev-ct vs ScaleDown Classify-1

rev-ct and ScaleDown Classify-1 have no measured difference in accuracy, calibration or cost in our data yet.

Specrev-ctScaleDown Classify-1
Providerhcltech-roboticsScaleDown
Decision Index score——
Calibration error (ECE)——
Median latency (p50)——
Cost per 1,000 decisions—$0.0080
Parameters147M—
Open weightsYesNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismOtherEncoder classifier
Licenseapache-2.0proprietary

FAQ

Is rev-ct or ScaleDown Classify-1 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, rev-ct or ScaleDown Classify-1?

No calibration difference between rev-ct and ScaleDown Classify-1 is recorded yet.

Is rev-ct or ScaleDown Classify-1 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.