Agent Risk Management for Banking

Banking teams running AI agents need agent risk management that fits their regulatory and operational context. Prefactor delivers it with pre-mapped controls and runtime enforcement.

The banking challenge for agent risk management

Federal Reserve and OCC heightened standards require demonstrable governance for AI agents touching customer or risk decisions.

For agent risk management specifically, this means combining real-time runtime controls with evidence collection auditors and risk teams expect.

Regulatory backdrop

SR 11-7
FFIEC
DORA →
NYDFS Part 500
OCC Heightened Standards

Real agent use cases in banking

Branch operations assistant for tellers and ops staff
Loan origination agent assembling underwriting packages
Fraud investigation agent surfacing case patterns
Customer service triage for inbound calls/chats
Internal policy assistant for compliance Q&A
Regulatory change agent monitoring rule updates

How Prefactor delivers agent risk management for banking

Pre-deployment validation — eval suites per agent, datasets versioned with audit links, champion-challenger evaluation between versions.

Runtime enforcement — policy-as-code controls what agents can do, approval routing for high-impact actions, per-agent spend caps, kill switches.

Continuous monitoring — drift detection, per-agent quality scores, cost and latency monitoring, population stability tracking.

Audit and evidence — tamper-evident logs of every agent action with cryptographic hashing, auditor-ready exports, change management records, evidence of human oversight where required.

Implementation pattern

Week 1-2: Shadow deployment - non-production, real traffic, observe but don't enforce
Week 3-4: Pilot with one production agent - passive policy first, then blocking
Week 5-8: Production enforcement with approval flows integrated
Quarter 2+: Expand to additional agents on same governance model

FAQ

Can Prefactor run inside our environment / VPC? Yes. Enterprise customers run Prefactor self-hosted. Air-gapped deployments supported.

Do you have a vendor security questionnaire prepared? Yes. Standard questionnaires prefilled.

Can non-engineers (compliance, risk, MRM) use Prefactor? Yes. Separate role-based views for engineering, compliance, MRM, and audit.

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