AI adoption and impact

Measure AI tool adoption across your engineering organization, track ROI, and deploy AI agents that automate workflows and reduce manual overhead.

smart_toy

Monitor AI tool usage rates, adoption trends, and acceptance metrics across teams.

trending_up

Measure ROI and correlate AI adoption with delivery performance improvements.

auto_awesome

Track Claude Skills adoption, depth of usage, and whether knowledge stays personal or becomes reusable.

quiz

Run a recurring pulse survey on AI adoption, velocity, time saved, quality, and business impact.