Top Workplace & People Analytics Blog Posts

A practical guide to pulling Microsoft 365 Copilot and Claude usage data and allocating that spend to the teams that generated it, using AI adoption, engagement, productivity, and ROI measurement.

Your teams run Claude, Copilot, Gemini, and ChatGPT, but each tool has its own console. A unified AI tool dashboard measures adoption, engagement, productivity, cost, and impact across every AI assistant in one view.

Where Cursor usage data comes from and how to export it through the dashboard, Admin API, and Analytics API, how to calculate acceptance rate without double counting, and how to turn session and acceptance data into an adoption, engagement, and impact picture.

A four-step framework for measuring how AI changes sales team performance, from adoption and usage depth to changed selling habits and dollar value, using leading indicators like prep time and prospects reached instead of revenue alone.

Claude Enterprise renewal ROI is not one number. It is the ratio between value generated and total cost, measured across adoption, engagement, productivity, and spend before the renewal date arrives.

The 2026 price benchmarks for AI coding assistants, and how to turn per-seat pricing into a per-developer budget grounded in measured adoption, output, and ROI.

Codex bills through two systems that never reconcile. Learn the three export surfaces, the right API for per-user data, and how to build a reusable dataset.

Credits per developer is a spend metric, not a proficiency metric. This guide covers cost allocation, separating adoption from intensity, and benchmarking Codex spend against output and peers.

Extract Claude spend data by team, role, or function. Which Anthropic API to call, the 30-day revision window, and the HRIS join that makes it work.