Whitepaper · industry · 22 min read
Industry Playbook: Banking, Insurance and Healthcare
A field guide for regulated industries - what to ship first, what to defer, and the governance posture buyers and examiners expect.
A field guide for regulated industries adopting agentic AI: prioritised use cases for banking, insurance and healthcare, with the governance posture buyers and examiners expect.
November 20, 2025 · For CIOs - Programme Directors - Risk and Compliance Leads
Why regulated industries are the hardest first
Pilots are easy; production in a regulated industry is hard. The hard parts are governance, audit and the conversation with the second line of defence. Plan for those from week one.
Banking: ship first
Three workloads with strong ROI and contained risk: KYC reviewer drafting, fraud-alert triage with HITL, customer-service deflection grounded in policy KBs. Each gives examiners a story they have heard before in a new vehicle.
Banking: defer
Defer until governance matures: credit-decisioning automation without explicit reason codes, anti-money-laundering workflows without segregation of duties, market-making or trading.
Insurance: ship first
Three workloads: claims FNOL intake, underwriting drafter for routine cases, customer service grounded in wordings KB. Wins in cycle time and CSAT; manageable risk because every output is a draft.
Insurance: defer
Defer: end-to-end automated claims approval for non-trivial categories, dynamic pricing without bias monitoring, automated rejection letters.
Healthcare: ship first
Three workloads on the operational side of the clinical line: ambient documentation drafting, prior-authorisation packet assembly, multilingual patient comms with PHI redaction. Every output is reviewed by licensed staff.
Healthcare: defer
Defer: clinical decision support, autonomous triage, autonomous coding, anything that crosses the clinical decision line without licensed review.
Governance posture buyers and examiners expect
Model card per workload. Eval pipeline with regression tracking. Audit log retention aligned to industry rule. Identity proven with SSO and SCIM. PII / PHI handling documented and tested. Rollback button. guardrails docs has the templates.
Conversation guide for the CISO and the Chief Risk Officer
Lead with the threat model and the rollback. Show the audit and the eval. Map controls to their framework. Bring the model card. Do not lead with the demo.
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