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witnessRegulatory evidence

Walk into the audit with the evidence already made.

Every instrument that governs AI in Indian finance is encoded in Sakshi as data, scored against your live decision record, and exported as a signed pack. Not a questionnaire you fill in later: evidence that accumulates as your agents run.

What Sakshi maps

Four instruments. One evidence spine.

Each is kept current as a clause map, so when the directions land, you are already scored against them, not starting a project.

RBI MRM
DRAFT · COMMENT FILED · FINAL EXPECTED H2 2026

Model Risk Management directions plus the FREE-AI framework for responsible AI in banks and NBFCs. Rotavision filed a formal comment on the draft.

DPDP
ACT 2023 + RULES 2025

The Digital Personal Data Protection Act, 2023 and its Rules: India's baseline for processing personal data, including by automated systems.

SEBI 16C
BINDING · FEB 2025

Market intermediaries bear full responsibility for the AI/ML tools they deploy, for data privacy, output integrity and investor protection.

IRDAI
ANTICIPATED · ~SEPT 2026

AI governance expectations for insurers are anticipated. The same spine is ready to map them the day they are published, no re-instrumentation.

How it works

From regulation to evidence, as data

No spreadsheet of controls maintained by hand. The clause map is versioned code; the score is computed off what your agents actually did.

menu_book
Clauses as data
each instrument encoded as versioned, testable requirements
fact_check
Scored on live evidence
every clause backed by a real check against your decision record
low_priority
Leverage-ordered gaps
what to fix first, ranked by clauses unblocked per fix
workspace_premium
Signed packs
exportable, hash-anchored evidence per instrument, on demand
Readiness

An honest score, ordered by leverage

See exactly which clauses your live evidence already covers and which it doesn't, per instrument, down to the requirement. Gaps are ranked by how many clauses each fix unblocks, so a compliance team of one knows what to do on Monday.

  • check Per-instrument coverage, clause by clause
  • check Gaps ordered by leverage, not alphabetically
  • check Recomputed continuously as agents run, never stale
/readiness
Sakshi regulatory readiness, leverage-ordered gaps against RBI MRM, DPDP, SEBI and IRDAI
Evidence packs

The bundle your regulator asks for, signed

Generate a complete, exportable pack for any instrument on demand. Each pack is assembled from the live record, anchored to the tamper-evident chain, and signed, so an auditor can confirm nothing was added after the fact.

  • check One pack per instrument: RBI MRM, DPDP, SEBI
  • check Hash-anchored to the chain; independently verifiable
  • check RTI and incident (FREE-AI Annex VI) exports included
/evidence-packs
Sakshi evidence packs, signed, exportable regulator bundles per instrument
DPIA & audit

DPIA and independent-auditor bundles, built in

Data Protection Impact Assessments and the artifacts an independent auditor needs are generated from the same evidence, not written from scratch each cycle. PII is tokenized at ingest, so the record proves governance without ever holding a raw identifier.

  • check DPDP DPIA bundle, purpose, categories, safeguards
  • check Independent-auditor package, chain-verifiable
  • check No raw PII stored, reference keys and categories only
/dpia
Sakshi DPIA and audit, DPDP impact assessment and independent-auditor bundle

The stance

We only say READY when live evidence backs it

It would be easy to paint a dashboard green. Sakshi refuses to. A clause reads READY only when a real check passes against your actual decision record, never because a box was ticked. A green you can't defend in front of a regulator is worse than an honest gap.

That discipline is the product. It's also why the readiness score is worth trusting.

# a clause is READY only on a passing check
GET /api/v1/readiness/rbi-mrm

{
  clause: "MRM-4.2 · ongoing-monitoring",
  status: "ready",
  evidence: "drift-check · 1,596 records",
  chain_anchor: "066bf27a…"
}

Know where you stand, before the directions land

Get your readiness score against RBI MRM, DPDP and SEBI on synthetic data in minutes, or explore a signed pack in the live console.