मुंशी · Munshi
verified Sarvam fixtureCase 01 · Kamala Devi

Reimbursement packet workspace

The machine that knows when to stop.

Three documents enter. Munshi certifies only what survives a primary read, a challenger veto, the source page, and deterministic arithmetic—then produces a bilingual packet an operator can actually inspect.

cached run · 6.7s

Live intake · optional

Process your own three source images

API key stays server-side

PNG, JPEG, or WebP · 15 MB each · content is sent to Sarvam Digitise

Source X-Ray

दस्तावेज़ पर वापस · back to the source

Synthetic bilingual hospital final bill
certified contested unreadablereal block coordinates · coarse block, not exact glyph

Evidence ledger

हर फ़ील्ड का हिसाब · every field accounted for

primary + veto

Deterministic cascade

one answer moves the packet—not the truth

math in code · never the LLM

Expected payable · estimate

Waiting for one answer

blocked by admissionDate · roomDays

Policy submission target

19 Aug 2026

Demo assumes the schedule's 30-day term. Verify every real policy; this is not an IRDAI filing deadline.

packet gate stays locked while required fields are unresolved