Guide

How to track your team's AI use, once a month

Seats bought aren't seats used, so track a team's AI use once a month from the numbers the tools already give you. Claude Team and Enterprise have a usage analytics dashboard: weekly active members against assigned seats, how people use Claude, which skills and connectors they use, and spend. OpenAI documents user analytics for ChatGPT Enterprise and Edu: usage for each user, with a per-user export and no message content. Pick three or four measures, give each a target, and write one monthly summary: each measure against last month and target, a status, a reason only where you know one, and three things to act on. The point is a decision each month, such as who needs help or which skill nobody uses, not a chart.

Short answer

  • Claude: Analytics for Team and Enterprise owners.
  • ChatGPT: user analytics on Enterprise and Edu.
  • Track three or four measures, each with a target.
  • Monthly: status, reasons from facts, three actions.

What to track

MeasureWhere it comes fromWhy
Weekly active members ÷ seatsClaude: Analytics, active members and assigned seats. ChatGPT Enterprise and Edu: active usersWhether the seats are used
Uses of the shared skillsClaude: Analytics, skillsWhether the team's methods are used, or one skill is dead
Connector useClaude: Analytics, connectors (users, read and write actions)Whether tools you approved are used, and how much they write
Spend, if usage-basedClaude: Analytics, spend; spend report CSVWhether cost follows use

From the Claude Help Center (read 5 November 2026) and OpenAI's help, read through search-result text.

A worked example

Illustration: a made-up business. A 25-seat company on Claude Team set targets in September: 18 weekly active members, and 40 uses a month of its proposal skill. The operations lead pulls October's numbers from Analytics, adds two facts she knows (the proposal skill was shared with sales on 6 October; the warehouse group has no active members) and writes the summary:

MeasureSept → OctTargetStatus
Weekly active members12 → 15 (+25%)18 (16.7% below)Off track
Proposal skill uses40 → 64 (+60%)40On track: shared with sales on 6 October
Recap skill uses30 → 22 (−26.7%)None setNo target: reason not given

From the summary

Headline: weekly active members rose to 15 but are 3 short of the 18 target, while the proposal skill passed its target after it was shared with sales.
Act on: 1. Active members: a 20-minute session for the warehouse team, which has no active members (operations lead). 2. Recap skill: ask the two heaviest users why use fell. 3. Seats: keep all 25 until the November numbers.
Gaps: a target for the recap skill; why its use fell.

Set it up

  1. Find who can see the numbers: on Claude Team, Owners and Primary Owners.
  2. Pick three or four measures and set a target for each before the first month.
  3. Write one summary a month with a status per measure and three actions.
  4. Explain changes only with facts; "reason not given" is an honest answer.
  5. Review targets each quarter, and drop a measure nobody acts on.

Next step: pruning what isn't used

The skills numbers show which shared skills nobody uses. Keeping team AI skills from sprawling covers what to do about them. For a new rollout, the AI pilot plan sets the baseline first.

Skills for this

All skills

Questions

How do I see how my team uses Claude?

On Claude Team, Owners and Primary Owners open Analytics from the menu under their initials; on Enterprise, Admins can too, except for spend. It shows weekly active members against assigned seats, adoption, which skills and connectors are used, results and spend. Claude's help page also describes exporting a spend report as a CSV.

Can I see ChatGPT usage for my team?

OpenAI documents user analytics for ChatGPT Enterprise and Edu, read through search results: people with analytics access, such as an analytics viewer role, see usage for each user and can export a per-user report; message content isn't included. For Business, check what your admin console shows.

What should I track about a team's AI use?

A few measures with targets: active members against seats, use of the shared skills you rely on, and, if you pay for usage, spend. Review them once a month, give each a status against its target, explain changes only with facts, and pick three things to act on.

AI skill

Have your AI write the monthly KPI summary for leadership

Put this skill in AI Skill Pod and everyone on your team gets it in their Claude, Cursor or ChatGPT (Pro, Business, Enterprise): one invite link, free to start. Monthly KPI summary for leadership turns the dashboard's numbers into a monthly summary: each measure against last month and its target, a status, reasons only from what you know, a one-sentence headline, three things to act on, and the gaps.

Use this skill in your AI

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Sources

  1. Claude Help Center: View usage analytics for Team and Enterprise plans (25 September 2026) — for Team Owners and Primary Owners, and Enterprise Owners, Primary Owners and Admins (Admins see all but Spend); weekly active members, active members and assigned seats, adoption, skills (cost per use and number of uses), connectors (users, read and write actions), results and spend; a spend report exports as CSV for up to 90 days (read 2026-11-05)
  2. OpenAI Help: User analytics for ChatGPT Enterprise and Edu — usage per user, with a per-user report to export; no message content; for people with analytics access, which the English article gives to an analytics viewer role; the export's columns differ between versions of the article; read through search-result text, the page blocks automated reads (read 2026-11-05)
  3. Corporate Finance Institute: Key performance indicators — KPIs measured against targets (read 2026-11-04)