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Vansa-3.4 vs Cloudflare clef

Vansa-3.4 and Cloudflare clef have no measured difference in accuracy, calibration or cost in our data yet.

SpecVansa-3.4Cloudflare clef
ProviderVansaCloudflare
Decision Index score—53.1
Calibration error (ECE)—0.040
Median latency (p50)—102 ms
Cost per 1,000 decisions$0.0068—
Parameters—28B
Open weightsNoYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismHosted APIDecoder LM with a decision readout
Licenseproprietaryapache-2.0

FAQ

Is Vansa-3.4 or Cloudflare clef 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, Vansa-3.4 or Cloudflare clef?

No calibration difference between Vansa-3.4 and Cloudflare clef is recorded yet.

Is Vansa-3.4 or Cloudflare clef 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.