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ScaleDown Classify-1 vs Vansa-3.4

Vansa-3.4 is cheaper per 1,000 decisions. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecScaleDown Classify-1Vansa-3.4
ProviderScaleDownVansa
Decision Index score——
Calibration error (ECE)——
Median latency (p50)——
Cost per 1,000 decisions$0.0080$0.0068
Parameters——
Open weightsNoNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierHosted API
Licenseproprietaryproprietary

FAQ

Is ScaleDown Classify-1 or Vansa-3.4 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 Vansa-3.4?

No calibration difference between ScaleDown Classify-1 and Vansa-3.4 is recorded yet.

Is ScaleDown Classify-1 or Vansa-3.4 cheaper per 1,000 decisions?

Vansa-3.4 is cheaper: about $0.0068 vs $0.0080 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.