Enterprise AI for regulated and complex industries in India

In regulated industries, AI cannot live as a promising pilot disconnected from operational reality. Banks, insurers, health organizations and other operations-heavy enterprises in India need AI that works inside legacy estates, respects controls, preserves traceability and stands up to scrutiny. That means moving beyond experiments toward production systems that are governed, auditable and built to deliver measurable outcomes.

Publicis Sapient helps enterprises in India do exactly that. For more than 30 years, we have helped organizations solve tough operational problems, modernize critical systems and build digital platforms that scale. Today, we bring that experience together with enterprise AI platforms designed for three persistent barriers to value: stalled AI pilots, legacy modernization bottlenecks and fragile technology operations. Across India, our teams work side by side with clients to put AI into the heart of real business workflows—without losing governance, lineage or control.

Why regulated and complex enterprises need a different AI model

In high-stakes environments, the challenge is rarely model access alone. It is the enterprise context around the model. Business rules are buried in legacy code. Data definitions vary across systems. Workflows are fragmented across teams and vendors. Controls are often added too late. As a result, pilots may demonstrate possibility, but they struggle to survive contact with compliance requirements, operational dependencies and production standards.

That is why effective enterprise AI starts by fixing the foundations. Clear ownership. Governed data. Role-based access. Traceable lineage. Audit logs. Monitoring. Human validation where it matters. For regulated industries, these are not extras. They are the conditions for deployment.

Our approach is designed for that reality. We help organizations define the systems constraining growth, identify where AI can operate safely, clarify governance before deployment and activate the right platform for the job. The result is not isolated AI functionality, but production delivery tied to enterprise KPIs, decision points and measurable business impact.

Built in India, applied to the hardest enterprise problems

India is central to how many global and domestic enterprises build, operate and scale technology. Publicis Sapient’s presence across eight offices in India gives clients access to deep engineering, data and platform expertise that can support transformation across global capability centers, local businesses and multinational operations alike. This matters especially in regulated sectors, where organizations need more than capacity. They need teams that can connect strategy, engineering and governance in one delivery model.

Our India teams help enterprises modernize systems, build platforms and put AI to work at scale. That includes organizations transforming their operating models, evolving capability centers into innovation engines and looking for ways to accelerate delivery while maintaining compliance and control. In practice, that means combining domain understanding with platforms purpose-built for enterprise modernization, governed agentic workflows and resilient operations.

Modernize legacy systems without losing business logic

For many financial services and health organizations, the biggest AI blocker is not the model. It is the legacy stack underneath it. Core processes still depend on decades-old applications, undocumented business rules and brittle integrations that were never designed for APIs, real-time data or AI.

Sapient Slingshot helps enterprises modernize these systems safely. It turns existing code into verified specifications, extracts hidden logic and dependencies, and generates modern software with full traceability. Instead of forcing risky rewrite-from-scratch programs, it preserves critical business rules while making them visible, testable and ready for modernization.

This is especially valuable in regulated environments where explainability and auditability matter as much as speed. Slingshot supports work across the software development lifecycle, helping teams accelerate modernization while maintaining continuity and reducing operational risk. In practice, this has enabled outcomes such as 3x faster migration of legacy health applications, more than 50% reduction in modernization costs in healthcare, 95% specification accuracy for complex banking modernization and meaningful reductions in manual code-to-spec effort. It is modernization with evidence, not guesswork.

Move agentic AI from pilot to governed production

AI agents become valuable when they can operate inside real business workflows, not outside them. But in regulated sectors, generic tools often fail because they lack business context, clear accountability and production controls.

Sapient Bodhi is built for that gap. It enables organizations to design, deploy and orchestrate enterprise-ready AI agents with the context, governance and observability needed to scale across real workflows. Bodhi connects agents to governed data with role-based access, auditability and workflow controls from day one, helping enterprises move from pilot to secure production faster.

In India’s regulated industries, that opens practical use cases across customer operations, claims, service workflows, content supply chains, internal knowledge tasks and other decision-intensive processes where compliance and consistency matter. In healthcare and pharmaceutical environments, governed AI workflows have helped teams streamline content production, improve speed and maintain regulatory compliance. In large, multi-market organizations, Bodhi has supported 75% faster content production, up to 45% cost reduction and the creation of 700-plus assets in two months with 60% reuse across brands. The lesson is broader than content: when AI is embedded in governed workflows, it becomes operationally useful and economically meaningful.

Strengthen operational resilience as complexity grows

Production AI and modernization do not reduce operational pressure on their own. In many enterprises, they increase the number of systems, handoffs and dependencies that must be monitored and maintained. Without a stronger operating layer, teams can end up modernizing one bottleneck while creating another.

Sapient Sustain addresses that challenge by helping enterprise technology stay running, improving and resilient after launch. It monitors systems against thresholds, anticipates issues before they happen and supports automated resolution to reduce fragility, cost and human-heavy oversight. For operations-heavy enterprises, that means fewer reactive firefights, better service continuity and stronger control over environments where uptime, performance and stability are non-negotiable.

This matters in sectors like banking, payments, insurance and health, where service disruption is more than an inconvenience. It can affect trust, compliance and customer outcomes. Sustain helps organizations build the operational resilience needed to support long-term AI adoption, not just initial deployment.

Enterprise context is the difference

What makes AI dependable in regulated enterprises is not a single model or tool. It is enterprise context carried across modernization, orchestration and operations. At Publicis Sapient, that context is a living map of business systems, rules and workflows. It helps connect code, data, architecture and operational dependencies so teams can modernize safely, deploy agents responsibly and keep systems reliable over time.

That is how organizations move from experimentation to enterprise value. Governance is built in before deployment. Traceability is maintained across change. Controls are embedded in workflows, not bolted on afterward. Delivery is tied to measurable results in speed, cost, efficiency and resilience.

AI that is ready for production in India’s most demanding environments

For enterprises in India operating under compliance constraints, fragmented workflows and complex legacy estates, the path forward is not more pilots. It is a practical operating model for AI in production.

Publicis Sapient brings together India-based scale, deep platform expertise and decades of enterprise transformation experience to help organizations modernize core systems, deploy governed agentic workflows and strengthen operational resilience. Whether the starting point is legacy modernization in financial services, compliant AI workflows in health or a broader effort to make critical operations more adaptive and controllable, we help enterprises choose the right platform for the biggest bottleneck and turn ambition into outcomes that last.