AI Adoption

Get a single source of truth for AI Adoption across every tool your engineers use — Copilot, Cursor, Claude Code, Windsurf, and beyond. Measure usage, engagement, and impact by team, group, and individual to know exactly where AI is landing.

Request a Demo Call or Request a POC

See how AI is influencing engineering trends in your organization. Analyze usage patterns, adoption rates, and performance changes to optimize AI-driven development.

Vendor Adoption ROI

Benchmark every AI vendor against the outcomes that matter. Compare Copilot, Cursor, Claude Code, and Windsurf side-by-side on real engineering output — cost per commit, per PR, per feature — to see which tools deliver the best return.
Stop guessing which AI tools are worth the spend. Compare every vendor in your stack on real engineering outcomes — cost per commit, per PR, per feature — to consolidate, expand, or cut with confidence.

Token Adoption intro organization

Get full visibility into token consumption across every AI workflow. Map spend per developer, per team, and per tool to bring FinOps discipline to your AI stack — before token bills compound out of control.
Measure token efficiency across your engineering org. See which workflows deliver throughput per token spent and which ones are draining your AI budget without producing measurable output.