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Bekko System One v0 68M vs ScaleDown Classify-1

Bekko System One v0 68M and ScaleDown Classify-1 have no measured difference in accuracy, calibration or cost in our data yet.

SpecBekko System One v0 68MScaleDown Classify-1
ProviderhotchpotchScaleDown
Decision Index score8.4—
Calibration error (ECE)0.113—
Median latency (p50)12 ms—
Cost per 1,000 decisions—$0.0080
Parameters68M—
Open weightsYesNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierEncoder classifier
License—proprietary

FAQ

Is Bekko System One v0 68M 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, Bekko System One v0 68M or ScaleDown Classify-1?

No calibration difference between Bekko System One v0 68M and ScaleDown Classify-1 is recorded yet.

Is Bekko System One v0 68M 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.