Ensuring Compliance and Safety in AI Implementation, in Banking

GenAI deployments in Indian banking have moved well past the exploratory

stage. Financial institutions are running intelligent document processing

pipelines, credit assessment summarisation tools, regulatory Q&A assistants,

and voice-enabled conversational agents in or near production.

The deployment decision is often the easier part.

The harder question — how do you know the system will not produce a harmful,

non-compliant, or adversarial output — is the one that deserves equal rigour.

Global guardian models fall short in the Indian banking context due to differing regulatory landscapes, multilingual communication requirements, and the absence of coverage for India-specific financial harm categories. A BFSI-native guardrail framework is not optional. It is the difference between substantive AI governance and a procedural checkbox.

This article was published on ET CIO on June 2, 2026.

Read the full article on ET CIO → Guardrails for GenAI in Indian Banking: Why Domain-Native Validation Cannot Be an Afterthought