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the final wording of RBI's guidance turns out to be, the underlying operational needs are already clear from the draft, from FREE-AI, and from where global model-risk practice has been heading for several years. Five capabilities form the foundation.\n1. AI/Model Inventory\nNothing else on this list is possible without first knowing what's running. Banks should be able to answer, for every model in production:\n•     Which AI models and agents are deployed, and where\n•     Who owns each one, and who is accountable for it\n•     What decisions or actions it influences or executes\n•     Which vendors or third parties supplied it, wholly or in part\n•     Which downstream systems and workflows depend on it\n•     What data it consumes, and what actions it can trigger\n2. Risk Tiering\nNot every AI system carries the same stakes, and treating them identically wastes control effort on low-risk systems while under-controlling the ones that matter. A practical (not RBI-prescribed) tiering approach might separate:\n•     Low-risk internal productivity AI — drafting, summarization, internal search\n•     Customer-facing conversational AI — chatbots, virtual assistants\n•     Fraud detection and transaction monitoring\n•     Credit decisioning and underwriting\n•     AML and sanctions screening\n•     Trading, treasury, and market-risk models\n•     Autonomous AI agents that can take direct action on accounts or systems\nRBI has not published a fixed set of risk categories for AI specifically; the categories above are a practical starting point drawn from how banks are approaching risk-based classification generally, not a regulatory checklist.\n3. Runtime Monitoring\nGovernance that ends at model approval misses everything that happens after deployment — which is where most real-world failures occur. Ongoing visibility should cover:\n•     Model behavior and output drift over time\n•     Input and output anomalies\n•     Policy violations and accuracy degradation\n•     Unexpected tool calls or access attempts by AI agents\n•     Data leakage and prompt manipulation\n•     Changes in third-party or vendor model behavior after an update\n4. Intervention Controls\nThis is the operational layer that makes \"kill switch\" thinking useful without being literal. A practical intervention layer should support the ability to:\n•     Pause a specific model or workflow\n•     Restrict a use case without disabling the underlying system\n•     Route a decision to human review\n•     Reduce an agent's permissions or disable specific tools it can call\n•     Roll back to a previous model version\n•     Adjust decision thresholds\n•     Isolate an affected workflow from the rest of the estate\n•     Decommission a model permanently when remediation isn't viable\n5. 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the final wording of RBI's guidance turns out to be, the underlying operational needs are already clear from the draft, from FREE-AI, and from where global model-risk practice has been heading for several years. Five capabilities form the foundation.\n1. AI/Model Inventory\nNothing else on this list is possible without first knowing what's running. Banks should be able to answer, for every model in production:\n•     Which AI models and agents are deployed, and where\n•     Who owns each one, and who is accountable for it\n•     What decisions or actions it influences or executes\n•     Which vendors or third parties supplied it, wholly or in part\n•     Which downstream systems and workflows depend on it\n•     What data it consumes, and what actions it can trigger\n2. Risk Tiering\nNot every AI system carries the same stakes, and treating them identically wastes control effort on low-risk systems while under-controlling the ones that matter. A practical (not RBI-prescribed) tiering approach might separate:\n•     Low-risk internal productivity AI — drafting, summarization, internal search\n•     Customer-facing conversational AI — chatbots, virtual assistants\n•     Fraud detection and transaction monitoring\n•     Credit decisioning and underwriting\n•     AML and sanctions screening\n•     Trading, treasury, and market-risk models\n•     Autonomous AI agents that can take direct action on accounts or systems\nRBI has not published a fixed set of risk categories for AI specifically; the categories above are a practical starting point drawn from how banks are approaching risk-based classification generally, not a regulatory checklist.\n3. Runtime Monitoring\nGovernance that ends at model approval misses everything that happens after deployment — which is where most real-world failures occur. Ongoing visibility should cover:\n•     Model behavior and output drift over time\n•     Input and output anomalies\n•     Policy violations and accuracy degradation\n•     Unexpected tool calls or access attempts by AI agents\n•     Data leakage and prompt manipulation\n•     Changes in third-party or vendor model behavior after an update\n4. Intervention Controls\nThis is the operational layer that makes \"kill switch\" thinking useful without being literal. A practical intervention layer should support the ability to:\n•     Pause a specific model or workflow\n•     Restrict a use case without disabling the underlying system\n•     Route a decision to human review\n•     Reduce an agent's permissions or disable specific tools it can call\n•     Roll back to a previous model version\n•     Adjust decision thresholds\n•     Isolate an affected workflow from the rest of the estate\n•     Decommission a model permanently when remediation isn't viable\n5. 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the final wording of RBI's guidance turns out to be, the underlying operational needs are already clear from the draft, from FREE-AI, and from where global model-risk practice has been heading for several years. Five capabilities form the foundation.\n1. AI/Model Inventory\nNothing else on this list is possible without first knowing what's running. Banks should be able to answer, for every model in production:\n•     Which AI models and agents are deployed, and where\n•     Who owns each one, and who is accountable for it\n•     What decisions or actions it influences or executes\n•     Which vendors or third parties supplied it, wholly or in part\n•     Which downstream systems and workflows depend on it\n•     What data it consumes, and what actions it can trigger\n2. Risk Tiering\nNot every AI system carries the same stakes, and treating them identically wastes control effort on low-risk systems while under-controlling the ones that matter. A practical (not RBI-prescribed) tiering approach might separate:\n•     Low-risk internal productivity AI — drafting, summarization, internal search\n•     Customer-facing conversational AI — chatbots, virtual assistants\n•     Fraud detection and transaction monitoring\n•     Credit decisioning and underwriting\n•     AML and sanctions screening\n•     Trading, treasury, and market-risk models\n•     Autonomous AI agents that can take direct action on accounts or systems\nRBI has not published a fixed set of risk categories for AI specifically; the categories above are a practical starting point drawn from how banks are approaching risk-based classification generally, not a regulatory checklist.\n3. Runtime Monitoring\nGovernance that ends at model approval misses everything that happens after deployment — which is where most real-world failures occur. Ongoing visibility should cover:\n•     Model behavior and output drift over time\n•     Input and output anomalies\n•     Policy violations and accuracy degradation\n•     Unexpected tool calls or access attempts by AI agents\n•     Data leakage and prompt manipulation\n•     Changes in third-party or vendor model behavior after an update\n4. Intervention Controls\nThis is the operational layer that makes \"kill switch\" thinking useful without being literal. A practical intervention layer should support the ability to:\n•     Pause a specific model or workflow\n•     Restrict a use case without disabling the underlying system\n•     Route a decision to human review\n•     Reduce an agent's permissions or disable specific tools it can call\n•     Roll back to a previous model version\n•     Adjust decision thresholds\n•     Isolate an affected workflow from the rest of the estate\n•     Decommission a model permanently when remediation isn't viable\n5. 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A dedicated AI governance and security platform is one practical way to operationalize inventory, risk tiering, runtime monitoring, and intervention controls in one place rather than stitching them together after the fact.\nTrusys is built for exactly this kind of continuous governance — spanning pre-deployment evaluation, adversarial red-teaming, runtime observability, and inline policy enforcement across the AI agent lifecycle. You can explore the platform at Trusys, an AI governance and security platform. To be clear: using a platform like Trusys doesn't equate to RBI certification or approval — no such regulatory certification currently exists for AI governance tooling. 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A bank that can only turn a model fully on or fully off will either over-restrict (disabling fraud detection because one edge case misfired) or under-restrict (leaving a faulty credit model running because switching it off entirely isn't operationally realistic). 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is a recommended preparation sequence, not an RBI-mandated timeline — the draft guidance does not specify a 90-day compliance window. 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Generative and agentic AI don't fit that pattern. A model's behavior can shift after a silent vendor update; an agent can be manipulated into taking an action nobody explicitly programmed it to take.\nThat's the gap between conventional model governance and what's increasingly being called AI runtime security or runtime governance: continuous, in-production visibility and control over not just the model, but the prompts it receives, the outputs it produces, the tools and APIs it can call, its permissions, its memory, and the workflows and external systems it touches. For banks moving from pilot deployments toward production-scale and increasingly autonomous AI, this runtime layer is becoming a practical necessity — though it's worth being precise that RBI has not yet mandated every specific control listed here. 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It sets out seven guiding \"Sutras\" (including safety, transparency, accountability, and explainability) and 26 recommendations across governance, risk management, data stewardship, model lifecycle management, stakeholder engagement, and innovation enablement. You can read more in Trusys's breakdown of the RBI FREE-AI framework.\nModel Risk Management Guidance — the June 2026 draft that operationalizes model-level governance and risk controls specifically: board-approved frameworks, risk tiering, validation, monitoring, and — the focus of this article — the ability to restrict, remediate, and decommission models when something goes wrong. Trusys's guidance on building an audit trail that can survive a regulator review covers the evidence and logging side of this in more depth.\nPut together, the two form a reasonably coherent picture: FREE-AI sets the principles a bank's AI program should be built around; the MRM guidance sets out how those principles should show up in concrete, auditable model-level controls. 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Whatever specific language the final Model Risk Management guidance lands on, the underlying operational need is already visible in the draft, in FREE-AI, and in the Governor's own public remarks: the ability to identify, monitor, restrict, escalate, remediate, suspend, and safely decommission high-risk AI systems — with clear ownership and a full audit trail behind every action taken.\nThat capability is what \"AI kill switch\" is really shorthand for. Building it now, ahead of the final rule, is the more defensible position than building it in response to an enforcement finding — and it's the same capability banks will need regardless of how RBI's language ultimately reads, as AI moves from pilot projects to production-scale, increasingly autonomous deployment across the sector.\nReady to see what continuous, audit-ready AI governance looks like in practice? 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Another is flagging fraud in real time across millions of card transactions. A third is holding a conversation with a customer who wants to dispute a charge. Then, without warning, one of them starts behaving differently — an update shifts its outputs, a data feed degrades, or its risk profile drifts past what the bank ever approved.\nThe question that matters at that moment isn't just \"can we detect the problem?\" It's \"can we safely stop or restrict this AI system before the problem becomes a financial, regulatory, operational, or customer-impact event?\"\nThat question sits at the center of the Reserve Bank of India's evolving 2026 direction on model risk. Industry commentary has started calling the underlying capability an \"AI kill switch\" — a useful shorthand, but not a phrase that appears in RBI's own text. 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