AI product features

Ship AI product features with production controls from day one.

Product teams need AI features that respect permissions, usage limits, evaluation, and clear ownership inside the existing product surface.

Discuss a Product Feature

In-product AI copilot panel with permissions, evaluation, and usage controls

Conceptual UI

Conceptual interface for illustration. Not a live product console.

Example workflow

01
Identify the product surface and user job to be done.
02
Define permission and data boundaries.
03
Design the agent or generation workflow.
04
Connect approved tools and product APIs.
05
Add evaluation, usage metering, and fallbacks.
06
Place human review where consequences require it.
07
Ship behind feature flags with monitoring.
08
Hand off operating ownership to the product team.

Controls

· Role-based feature access
· Tool permission boundaries
· Usage and cost controls
· Evaluation before release
· Human review for high-impact actions
· Observability and incident paths

Outcomes to measure

· Feature adoption
· Task completion rate
· Unsupported-answer rate
· Review burden
· Cost per successful action
· Incident rate

Identify one workflow with repeatable volume.

Discuss a Product Feature