Calibration & Examples
3-stage progressive tau* and sub-second uploaded example evaluations.
3-Stage Progressive tau*
| Stage | Trigger | Behavior |
|---|---|---|
| Warmup | N less than 5 or unbalanced classes | tau* stays at tau0 (0.495 / Lightning 0.50) |
| Empirical Bayes | N at least 5, fail count 2–18 | Shrinkage toward tau0, clamp ±0.12 |
| Formal CRC | fail count ≥ 19 and pass count ≥ 10 | Conformal Risk Control alpha=0.05 |
Verdict review
Studio Confirm / Override with reason chips:
missed_violationfalse_alarmrubric_wording(excluded from tau*)
API keys may also call POST /v1/assure/feedback (Freemium cap: 25).
Uploaded examples (under 1s)
POST /v1/assure/annotations/batchMandatory PII redaction before persistence. Freemium: 25 rows. Paid: unlimited. 0 credits to ingest.