Philip Arkcoll

Philip Arkcoll works on making work actually work better. At Worklytics, he combines data, technology, and a deep interest in organizational behavior to help companies see how their teams collaborate—and where they can improve. His focus is on turning workplace data into practical insight that drives more effective, healthier ways of working.

How to Measure Time Saved From Codex

September 11, 2026
A five-step, work-data method to measure the hours and dollars Codex saves your developers, with real Worklytics benchmarks, and how the same model measures AI sales team effectiveness across engineering and revenue.

Is AI Actually Saving Time in Your Company? How to Measure Where It Does

September 14, 2026
How to measure time saved by AI in your company: what the St. Louis Fed and field experiments find, and how to see where hours return by team and task.

One Dashboard for Claude, Copilot, Gemini, and ChatGPT

September 10, 2026
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.
Worklytics benchmark chart comparing an organization's Cursor and AI usage with peer percentiles, including AI use in engineering

How to Export & Analyze Cursor Usage Data

September 9, 2026
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.

How to Export & Analyze Microsoft 365 Copilot Usage Data

September 11, 2026
How to export Microsoft 365 Copilot usage data from the admin center, the Microsoft Graph API and the Copilot Dashboard in Viva Insights, and how to turn it into a view of adoption by team.

Measuring AI's Impact on Sales Team Performance

August 20, 2026
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.

Is Claude Enterprise Worth It? How to Measure Before You Renew

August 11, 2026
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.

How to Export Codex Spend Data (2026 Guide)

August 10, 2026
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.

How to Analyze Codex Spend Data

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.