Top Workplace & People Analytics Blog Posts

AI Tool Adoption Rate by Industry (2026 Benchmarks)

Philip Arkcoll
October 20, 2026
In the U.S., 52% of employees use AI at work at least a few times a year and 30% use it a few times a week or more (Gallup, May 2026). See AI adoption by industry, role and company size, why surveys disagree and how to benchmark your own organization.

How to Analyze Codex Spend Data

Philip Arkcoll
August 10, 2026
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.

How to Export Claude Spend Data & Turn It Into a Per-Team Cost Model

Philip Arkcoll
August 10, 2026
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.

How to Measure AI Skills Across Your Workforce (Beyond Surveys)

Philip Arkcoll
July 29, 2026
Self-reported surveys measure confidence, not capability. Measure AI skills from work data across three layers: adoption, proficiency, and leverage.

How to Measure Productivity Gains from Claude Code

Philip Arkcoll
July 28, 2026
Learn how to measure Claude Code productivity gains with adoption, proficiency, and hours-saved metrics, plus benchmarks engineering leaders can act on.

How to Identify Which Tasks Your Employees Are Automating with AI

Philip Arkcoll
July 20, 2026
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 & Analyze Claude Enterprise Usage Data (CSV + Analytics API)

Philip Arkcoll
July 16, 2026
Step-by-step guide to exporting Claude Enterprise usage data through CSV downloads & the Analytics API, plus how to turn raw exports into insights.

How to Export & Analyze ChatGPT Enterprise Usage Data

Philip Arkcoll
July 16, 2026
Exporting ChatGPT Enterprise usage data via the Compliance API & admin console helps analyze adoption, seat utilization, and usage trends.

Tracking Codex Usage Across Your Engineering Team

Philip Arkcoll
June 10, 2026
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.

Tracking Claude Code Usage Across Your Engineering Team

Philip Arkcoll
June 10, 2026
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.

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