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witness · Banking & finance

Agents are deciding credit. Prove every call.

Underwriting, fraud, collections, KYC, cards, and suitability agents are entering the systems banks answer to RBI and SEBI for. Sakshi registers each one, witnesses every decision on a tamper-evident chain, bounds its autonomy, and generates the evidence your examiners ask for. This is our deepest coverage, and the arc you can explore live in the demo.

Where it applies

The agents already in your workflows

If an agent shapes a customer outcome, it needs an owner, a record, and evidence. Sakshi governs them without asking you to rewrite a thing.

Lending & underwriting

Credit decisioning, limit changes, and collections, with the reasons and inputs on the record.

Fraud & risk

Transaction blocks and holds, witnessed with the model identity that made the call.

KYC & onboarding

Document and identity agents, with extraction and access governed, raw identifiers never stored.

Cards & payments

Authorization and dispute agents on real wire formats, every action accountable.

Securities & suitability

Advice and suitability agents, including third-party models, mapped to SEBI Reg 16C.

Insurance

Claims triage and pricing agents, ready for IRDAI as its framework lands.

The instruments, encoded

Mapped to the rules you actually answer to

Each instrument is data, scored against your live evidence. A readiness score you can act on, and signed packs you can submit.

RBI MRM

draft · comment filed

Model inventory, validation evidence, AI disclosure and human handoff, red-teaming, a drilled kill switch.

DPDP

Act 2023 + Rules 2025

Rule 13 SDF due diligence: DPIA from live evidence, minimization and localization screens, signed audit bundle.

SEBI 16C

binding · Feb 2025

Sole responsibility for AI/ML outputs, including third-party models. Vendor model identity, verified.

IRDAI

anticipated · ~Sept 2026

FREE-AI read-across skeleton, ready to re-cut the day the working-group report lands.

Be MRM-ready before the directions land

Explore the BFSI arc in the live demo, or get a private sandbox with synthetic banking data.