To track Gemini usage, start with the Gemini reports in the Google Admin console and the Gemini for Workspace audit log. To see adoption by team over time and compare Gemini with your other AI tools, you need to combine that activity with your HR data.
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.
Measure AI skills and fluency across your workforce from work data, not surveys: metrics for adoption, proficiency and impact, and how to track progress.
Most AI adoption happens quietly. Here's how to see which tasks your employees are actually automating, and what that data tells you about workflow gaps.
How to export Claude Enterprise usage data with the spend report CSV, the Claude Enterprise Analytics API, the Claude Code Analytics API and the Compliance API, and how to analyze it by team.
How to export ChatGPT Enterprise and Business usage data (workspace analytics CSVs, the Analytics API and the Compliance API) and which metrics to analyze once it is in your BI tool.
