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witnessServices

The platform, and the team to put it to work.

Sakshi is the product. Rotavision is a senior engineering team that embeds with you: we build production-ready agents, train the custom models your governance needs, and stand up the evidence your regulators and auditors will ask for, in any sector.

Who you work with

A senior team, not a staffing desk

Engineering experience from Google, Microsoft, and India's largest banks, paired with deep fluency in RBI, SEBI, IRDAI and DPDP. We embed, we ship, and we leave you with something your own team can run and your regulator can trust.

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We ship production code

Not slideware. Our engineers write and deploy real systems inside your stack, alongside your team.

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Senior by default

Architects and forward-deployed engineers who have built AI and platform infrastructure at global scale.

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India-regulation fluent

We speak model risk management, DPDP, and SEBI as fluently as we speak evaluation and inference.

What we do

From a single agent to a governed fleet

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Forward-deployed engineering

Our forward-deployed engineers embed with your team and ship inside your environment: wiring agents, models, and Sakshi together, and handing over code your engineers own.

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Resident architects

A senior architect owns your agent-governance design end to end: autonomy envelopes, the evidence model, regulatory mapping, and the integration plan for your stack.

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Production-ready agents

We build the agents themselves, not just govern them: underwriting, claims, KYC, suitability, and more, with Sakshi's accountability wired in from the first line.

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Custom models

We train and fine-tune the models your governance needs: PII detection, fairness, groundedness judging, and domain classifiers, calibrated for Indian data and code-mixed language.

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Implementation & integration

We deploy Sakshi in your VPC or on-prem and connect it to the agents and models you already run, via the SDK, the gateway, or MCP, without asking you to rewrite anything.

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Governance & regulatory advisory

We map your obligations to live evidence, close the gaps in leverage order, and stand up the reporting. Deepest for BFSI (RBI MRM, DPDP, SEBI, IRDAI), applicable to any regulated sector.

Design partnerships

Build it with us, shape where it goes

Design partners get our senior team hands-on, help set the roadmap, and go into production with governance built in from day one. Tell us what you're putting into production.