On-prem, CPU-only, Indic-first grounded-claim verifier. Give it a generated output plus its evidence; it returns, per claim, a calibrated grounded/ungrounded verdict, a distribution-free bound on the rate of auto-approving an ungrounded claim, an accept / escalate / reject decision, and an audit record.
curl -X POST https://praman.dmj.one/verify \
-H 'Content-Type: application/json' \
-d '{"output_text":"The drug was approved in 2019.",
"evidence":["The agency approved the drug in 2021."],
"alpha":0.05}'
It bounds a rate, not each item: a marginal guarantee, not a per-item certificate. It checks faithfulness to the supplied evidence, not truth in the world. It does not remove the human on catastrophic or irreversible decisions. This managed-cloud endpoint is a demo; the product runs air-gapped on the operator's own hardware.