Frequently Asked Questions

Rotavision builds agent governance infrastructure for Indian enterprise. We're the layer between your AI agents and production — providing registry, reasoning capture, monitoring, evaluation, and policy enforcement.

Our team comes from Google, Microsoft, and across the AI industry. We started Rotavision because the tooling to make AI trustworthy was either built for Western regulatory contexts, or didn't exist at all. India needed its own.

AI agents — systems that reason, decide, and act autonomously — are being deployed across Indian enterprises at scale. Agent governance is the infrastructure to ensure these agents are:

• Registered and tracked (who deployed what, with what autonomy level)
• Explainable (can produce human-readable reasoning for every decision)
• Fair (tested for bias across Indian demographic categories)
• Monitored (real-time reliability, drift detection, anomaly alerting)
• Compliant (aligned to RBI, SEBI, IRDAI, MEITY frameworks)

We work across India's regulated sectors:

• Financial Services: Banks, NBFCs, insurance, fintech
• Government: Central, state, and public sector
• Healthcare: Hospitals, diagnostics, pharma
• Telecommunications: Telcos, ISPs
• Education: Universities, EdTech, training institutions
• Manufacturing: Auto, components, industrial
• Retail: E-commerce, quick commerce, FMCG
• Insurance: Life, general, health, reinsurance
• Automotive: OEMs, fleet operators, EV infrastructure

See our Solutions pages for sector-specific detail.

Headquartered in Bengaluru (Manyata Tech Park), with offices in Mumbai and New Delhi. All delivery and support teams are India-based.

Our platform is organized into three layers:

Orchestrate & Operate

• Orchestrate: Multi-agent orchestration with governance built in
• AgentOps: Agent registry, lifecycle management, and operations
• Context Engine: Enterprise knowledge layer for agent-ready data

Monitor & Evaluate

• Guardian: Real-time agent reliability monitoring
• Eval: Evaluation pipelines for agent quality and safety
• Vishwas: Fairness, explainability, and trust scoring

Secure & Serve

• Sankalp: Sovereign AI gateway for data residency and policy enforcement
• Dastavez: Document intelligence for 12+ Indian scripts
• Gati: Fleet and mobility intelligence

Visit our Platform page for details on each product.

No. Every product is modular and can be deployed independently. Many organizations start with one product (e.g., Guardian for monitoring or Vishwas for explainability) and expand as needs grow.

The products are designed to work together, but there's no lock-in to the full platform.

All 22 scheduled Indian languages, including Hindi, Bengali, Telugu, Marathi, Tamil, Gujarati, Kannada, Malayalam, Odia, Punjabi, Assamese, and Urdu.

Dastavez handles 12+ Indian scripts (Devanagari, Bengali, Tamil, Telugu, Kannada, Malayalam, Gujarati, Odia, Gurmukhi, and more) for both printed and handwritten documents. Our Indic Eval benchmark tests AI performance across these languages.

Yes. Rotavision integrates with your existing stack:

• Cloud: AWS, Azure, GCP, and Indian providers
• ML platforms: SageMaker, Vertex AI, Azure ML, custom platforms
• LLM providers: OpenAI, Anthropic, Google, and Indian models (Sarvam, Krutrim)
• Data: Databricks, Snowflake, custom data warehouses
• Infrastructure: ITSM, observability, CI/CD, identity systems

We've designed four zero-risk entry points:

• Free Agent Governance Audit: We spend 2 weeks mapping your AI landscape, identifying governance gaps, and delivering a readiness report. No cost, no strings.
• 90-Day Proof of Value: Pick one use case, one business unit. We deploy with defined success metrics. If we don't hit them, you don't pay.
• Design Partner Program: Deeply discounted full deployment in exchange for product feedback, a case study, and reference calls.
• Regulatory Readiness Score: 1-week assessment of your AI systems against RBI FREE-AI, DPDPA, and MEITY frameworks. Free.

Book a free consultation to discuss which entry point makes sense for you.

Over two weeks, our team interviews your engineering and operations leads, maps every AI system in production, assesses autonomy levels and data flows, and identifies governance gaps. You receive a detailed Agent Governance Readiness Report scored against our L1–L5 framework.

The audit is genuinely free — whether you work with us afterward or not, you keep the report.

We agree on a single use case, a single business unit, and measurable success criteria upfront — for example, agent reliability rate, explainability coverage, or fraud detection improvement. We deploy the platform and measure against those criteria over 90 days.

If the agreed metrics aren't met, you don't pay. This is outcome-based pricing — we earn the revenue by delivering results.

Our engagements follow four phases:

• Discover: Map agent landscape and governance gaps (2–4 weeks)
• Architect: Design policy framework, registry structure, monitoring topology (2–3 weeks)
• Implement: Deploy platform, integrate with existing infrastructure (4–12 weeks)
• Operate: Embedded support, knowledge transfer, ongoing monitoring (ongoing)

The team that starts with you is the team that stays. No hand-offs.

Two of our entry points are completely free (Agent Governance Audit and Regulatory Readiness Score). The 90-Day Proof of Value is outcome-based — you pay only if success criteria are met.

For full platform deployments, pricing depends on scope, deployment model, and usage volume. We don't publish rate cards — every proposal is scoped to what you actually need. Book a call to discuss.

Yes. We offer flexible deployment options:

• SaaS: Hosted on our infrastructure (India region)
• Private Cloud: Deployed in your cloud tenancy
• On-Premise: Deployed in your data center
• Air-Gapped: For defense and high-security environments

Sankalp is specifically designed for sovereign deployment requirements.

Every engagement includes:

• Dedicated engineers from the team that built the platform
• Technical integration support
• Hands-on training for your operations and compliance teams
• Documentation and runbooks
• Embedded support through stabilization — we don't hand off and disappear

Data privacy is core to the platform:

• Data processed in India (or your specified region)
• No data used for model training without explicit consent
• Encryption at rest and in transit
• Role-based access controls
• Complete audit trails for every agent decision

Read our Privacy Policy for details.

Our platform is designed for Indian regulatory requirements:

• RBI FREE-AI: All 7 Sutras — fairness, reliability, explainability, ethics, accountability, inclusiveness, governance
• SEBI: Algorithmic trading oversight, model risk management
• IRDAI: Underwriting fairness, claims AI governance
• DPDPA: Data protection, consent management, data localization
• MEITY: Upcoming AI governance framework readiness
• AICTE/UGC: Educational AI fairness and assessment integrity

We also offer a free Regulatory Readiness Score to assess where you stand.

Yes. We're flexible with enterprise contracting:

• Mutual NDAs before detailed discussions
• Custom MSAs and SLAs
• Data processing agreements (DPAs)
• Security questionnaire responses