Banking & financial services
Banks, NBFCs, cards, lending, securities
Clause-mapped to RBI MRM, DPDP, SEBI and IRDAI, our deepest coverage, and the arc in the live demo.
Banking & financeThe governance layer for AI agents in Indian enterprises. Register every agent, witness every decision on a tamper-evident chain, and produce the evidence your regulators ask for, in your own environment.
The platform
Not another model or dashboard, the accountable record beneath the agents you already run. Five modules, one tamper-evident spine.
Know Your Agent
A live inventory of every agent and model, owner, autonomy tier, provenance, verified identity. Nothing runs unregistered.
Flight recorder
Every decision hashed into a chain anyone can independently verify. PII is tokenized before it is ever stored.
Bounded autonomy
Envelopes route each action to auto, human review, or block, with oversight telemetry and a drilled kill switch.
Regulator-mapped
Signed RBI MRM, DPDP, SEBI and IRDAI evidence packs, from live evidence, clause by clause.
India-calibrated fairness
Declared-first bias screens gated on statistical significance, so they don't cry wolf.
Predict & prevent
A record tells you what happened. Sakshi also certifies an agent before it ships, watches it in production, and catches the day it silently changes.
certify → watch → re-certify
No agent ships without a signed, RBI-mapped certificate: red-team, fairness, evaluation gates, a formally-verified autonomy policy and verified identity, with an expiry.
A live monitor over the whole fleet that halts, escalates or steers the moment an agent drifts, is poisoned, or goes off-policy, every intervention on the record.
Sakshi fingerprints each agent's behaviour and flags the day it changes, and whether it was declared or silent, which sends it back through certification.
The loop nobody else closes for regulated Indian BFSI: certify before it ships, watch it in production, and a silent change sends it back through certification.
Where it applies
The same spine governs agents in any industry, our coverage goes deepest today in BFSI.
Banking & financial services
Clause-mapped to RBI MRM, DPDP, SEBI and IRDAI, our deepest coverage, and the arc in the live demo.
Banking & financeHealthcare & regulated data
DPDP-aligned by design: PII tokenized at ingest and never stored raw.
HealthcareGovernment & public sector
RTI-ready evidence exports a citizen or auditor can verify for themselves.
GovernmentAny enterprise running agents
If agents shape decisions in your business, Sakshi gives them an accountable record.
EnterpriseRegulatory evidence
Each instrument is encoded as data and 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 & human handoff, red-teaming, a drilled kill switch.
DPDP
Act 2023 + Rules 2025
Rule 13 SDF due-diligence: DPIA from live evidence, minimization & 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.
Integration
Sakshi never asks you to rewrite an agent, and never sees a raw identifier, values are tokenized at ingest.
Wrap the model and agent calls you already make. Register once, then witness decisions and enforce autonomy envelopes from inside your process.
Put an un-instrumentable or third-party agent behind the interception proxy, or add the Sakshi MCP server to any MCP host, no change to the agent.
Works with the agents and models you already run
Full developer docs & API reference
Backed by open research from Rota Labs: the governance models are Apache-2.0 on Hugging Face.
Deployment & data residency
A governance product you can't trust is a contradiction. Sakshi is single-tenant, installs in your environment, and we never see your evidence, we couldn't hand it over if compelled.
From the blog
We have been demoing Sakshi over screen shares for months. Governance is not a slideshow, so we built sandboxes. Request your own Sakshi ...
RBI's draft Model Risk Management guidance is the most consequential AI regulation Indian finance has seen. We filed our formal comments ...
India shipped agent-initiated UPI payments faster than almost anyone - and skipped the accountability layer that Google's AP2 protocol ma...
We'll spin up a private, synthetic-data sandbox and email you the link: register an agent, witness a decision, generate an evidence pack. No procurement, no real data, no risk.