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witnessFAQ

Questions, answered.

The things people ask us most about Sakshi: what it is, where it runs, what it maps to, and how to get started. Something missing? Ask us.

The product

What is Sakshi?
Sakshi (साक्षी, "witness") is the governance layer for AI agents. It registers every agent, witnesses every decision on a tamper-evident chain, bounds what agents can do on their own, and generates regulator-mapped evidence, all inside your own environment.
Is Sakshi an AI model?
No. Sakshi is not another model or another dashboard; it is the accountable record beneath the agents and models you already run. It sits alongside them and captures what they do.
Do I have to rewrite my agents?
No. Wrap your calls with the Python SDK in a few lines, put an un-instrumentable agent behind the zero-code gateway, or add the MCP server to any MCP host. See the developer docs.
Is it only for banking and financial services?
No. The same governance spine applies to any sector running agents. Our coverage is deepest in BFSI today, and carries across to healthcare, government, and enterprise. See Solutions.

Deployment & security

Where does Sakshi run?
Single-tenant, inside your environment: your VPC or cloud, on-premise or air-gapped, or Rota-managed in an India region for teams without a platform crew. See Deployment.
Can Rotavision see my data?
No. Sakshi is single-tenant and runs in your environment. We never see your evidence and could not hand it over if compelled. Personal identifiers are tokenized before anything is stored.
Where is my data stored?
Where you deploy it, and it stays there. India residency is the default. The deployment model is the privacy model.
Can an auditor verify the evidence without trusting you?
Yes. The chain recomputes every hash on demand, so anyone can confirm integrity independently. Tamper with a single field and the chain says exactly where. See the architecture.

Regulatory

Which regulations does Sakshi map to?
RBI model risk management, the DPDP Act, SEBI Regulation 16C, and IRDAI, encoded as clause maps and scored against your live evidence. Adding an instrument is adding a map, not rebuilding the product. See Regulatory evidence.
Will Sakshi make me RBI MRM-ready?
Sakshi maps the RBI draft model-risk-management directions to live evidence and scores you against them, so the day the final rules publish you already know where you stand. An honest gap you can close beats a green box you cannot defend.

Getting started

How can I try it?
Explore the live demo with synthetic data, or get your own private sandbox in minutes. Prefer a walkthrough? Book a demo.
How long does integration take?
An afternoon with the SDK, or zero code through the gateway. Our team can also embed and do it with you, see Services.

Company

Who builds Sakshi?
Rotavision Consulting Private Limited, registered in Bengaluru, India. Sakshi's governance models come from open research at Rota Labs. See About.
Is Rotavision related to Rota, Inc.?
Rotavision is a separate company. Rota, Inc. is a US sister company that runs a different platform; the two do not share code.

Still have a question?

Talk to us, or see it running with synthetic data.