Business

Shadow mode and canary releases

• A Regression Suite for Prompt Changes That Won't Break Refunds
• How to Build a Shadow Test for a New Model Before You Switch
• Setting the Gate That Widens an AI Feature to Everyone
• Shadow Mode for a Candidate Prompt: Running It Beside Live
• Turning a Go Decision into a Production Rollout Plan
• When to Widen an AI Feature to Users Who Never Opted In
• Widening an AI Feature from 5 Percent to Everyone
• A Canary Release Checklist for an Agent That Moves Money
• A Holdout Group After an AI Feature Goes Default-On
• Cohort Selection for an AI Rollout: Beyond the 5 Percent
• How to Audit a Routing Rule Change Without Taking the Queue Down
• Promoting a Shadow Agent to Canary: The Handoff Checklist
• Promoting a Shadow Prompt to Canary: The Handoff Checklist
• Rolling Out a Pilot That Passed Its Review
• Running a Holdback Group for an AI Feature Without Harming Users
• Setting Gate Thresholds for an AI Feature: How to Pick Numbers
• Shadow Mode for AI Agents: Running Beside the Human First
• Shadowing a Candidate Model Beside the Live One
• Turning Canary Failures into Test Cases for the Regression Suite
• What to Log at Each Rollout Stage So the Gate Can Be Audited
• When Shadow and Live Disagree: A Triage Guide for Tool Call Diffs
• When Shadow Logs Disagree with the Live Decision: A Triage Guide