Top Workplace & People Analytics Blog Posts

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.

Measure AI skills and fluency across your workforce from work data, not surveys: metrics for adoption, proficiency and impact, and how to track progress.

Measure Claude Code productivity with adoption, PR and cost data. See what Anthropic's analytics show and how to attribute hours saved to Claude Code.

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.

How to track OpenAI Codex adoption, usage, and spend - what the native analytics dashboard, Analytics API, and Compliance API cover, and how to see Codex alongside Claude Code, Cursor, and Copilot.

How to track Claude Code usage in 2026: the analytics dashboard, contribution metrics and PR attribution, token costs via the API and OpenTelemetry, and what admins can and can't see.