engineering · 1 min read
Feature Flags for AI Releases
AI features need feature flags as much as UI features do - maybe more. Here is the four-scope flag pattern Bhogar AI uses internally.
BABhogar AI TeamProduct & Engineering
AI features change behaviour in production in ways that are hard to predict. Feature flags are the safety net that lets you ship and roll back without redeploys.
Why it matters
A useful flag system has four scopes: global, tenant, user and request. Each catches a different kind of incident.
How Bhogar AI approaches it
Bhogar AI ships a four-scope flag system with audit, gradual rollout and one-click kill switch - usable for both AI and non-AI features.
- Global, tenant, user and request scopes
- Audit log of every flag change
- Gradual percentage rollout
- One-click kill switch
- Compatible with LaunchDarkly, Statsig
What you get
AI changes ship with reversibility built in instead of bolted on.