AI agents and models in finance
Agent payment approvals
Agent payment approvals
- How to Audit a Billing Agent Before an Invoice
- How to Bind a Payment Approval to Exact Parameters
- How to Block Prompt Injection on Agent Payment Requests
- How to Build an Agent That Handles Subscription Cancellations
- How to Set Approval Gates for AI Agents That Spend Money
- How to Write a System Prompt That Keeps a Dispute Agent in Bounds
- How to Bind a Data Access Approval to Exact Fields and Rows
- How to Build a Kill Switch for Agent Actions That Touch Money
- All of Agent payment approvals
Audit trails and decision logs
Audit trails and decision logs
- How to Write a Model Decision Log Schema
- Writing an Adverse Action Notice When a Model Declines Someone
- Building an Audit Trail for Rule Changes
- How to Audit an Agent's Payment Decisions with a Structured Log
- How to Audit an AI Agent's Actions in Your Business Systems
- How to Build a Decision Record for Every Policy Agent Action
- How to Build a Field-Level Provenance Map for Extracted Evidence
- How to Design a Triage Log That Survives a Model Change
- All of Audit trails and decision logs
Review queues and escalation
Review queues and escalation
- How to Build a Review Queue That Surfaces Its Own Drift
- How to Escalate a Contested Cancellation to a Human Reviewer
- How to Set a Disagreement Budget for Human Reviewers
- How to Use an LLM to Triage Payment Fraud Alerts
- When to Use an LLM as a First-Pass Reviewer
- Choosing a Threshold: The Cost Curve Behind Every Alert
- How to Build a Reviewer Calibration Session That Fixes Drift
- How to Build an Approval Queue That Doesn't Bottleneck Finance
- All of Review queues and escalation
Evaluation and testing
Evaluation and testing
- How to Build a Reusable Harness for Vendor Model Tests
- How to Replay a Decision Log Against a Candidate Model
- How to Test a Billing Agent's Idempotency and Rollback
- How to Test a Cancellation Agent Against Proration Errors
- How to Test a Dispute Agent on Contradictory Evidence
- How to Test a Policy Agent on Edge Cases
- How to Test a Refund Agent Against Duplicates
- How to Turn a Replay Result into a Ship or Hold Argument
- All of Evaluation and testing
Model risk and monitoring
Model risk and monitoring
- AI in Fintech: Where It Works
- How to Detect Reviewer Drift Without a Golden Set
- How to Interview a Vendor's Model Validation Team
- How to Review a Vendor's Model Documentation for Missing Evidence
- How to Stop a Model Reviewer Drifting After a Prompt Change
- How to Test a Model's Claimed Performance on Your Own Data
- Reading a Model Risk Report on a Vendor's Credit or Fraud Model
- How to Build a Challenger Model Without a Data Science Team
- All of Model risk and monitoring
Retrieval for policy and support
Retrieval for policy and support
- How to Build a Retrieval Set for Customer Support Triage
- How to Build a Support Knowledge Base That Agents Can Search
- How to Keep a Support Retrieval Index Fresh as Articles Change
- How to Set a Minimum Similarity Score for Retrieval Answers
- How to Write a Precedence Order an Agent Can Explain
- How to Hand Off Low-Confidence Answers With Their Sources
- How to Map Customer Contract Fields to an Agent's Decision Inputs
- How to Measure Retrieval Hit Rate Before Users Complain
- All of Retrieval for policy and support