Start with an upload or the sample set

Use uploads to drive every view on this page.

Upload the monthly CSVs and Codex usage exports you want to analyze, or intentionally load the bundled workspace samples from the banner.

Signal board

What the current month is saying

User map

Adoption depth by person

X-axis shows message volume. Y-axis shows a weighted depth score built from breadth, tools, GPTs, and project workflows.

Workflow balance

How work is happening

People

Top 5 active users

Activity score is the user's total message count for the current dataset and filter. Rankings sort highest to lowest by messages, then break ties by adoption depth score.

Assets

Top 5 assets

Assets include custom GPTs and projects from the uploaded asset reports, ranked by current workspace engagement.

Models

Model adoption leaderboard

Ranked by total model messages from the user report. Each entry also shows how many unique active users touched that model.

Tools

Tool adoption leaderboard

Ranked by named tool usage from tool_to_messages, with total tool messages and unique-user reach.

Codex usage

Codex workflow adoption

Upload the Codex Usage per user CSV to track active Codex users, client mix, sessions, turns, credits, tasks, and code-review activity.

Codex people

Active Codex users

Ranked by total credits first, then turns and sessions, to surface the operators driving the most Codex activity across the uploaded date range.

Client mix

Surface adoption

Surfaces are aggregated from the Codex export's per-client columns and ranked by overall Codex usage contribution.

Daily Codex activity

Sessions, turns, and credits across the uploaded range

Creators

Top 5 creators

Ranks GPT and project creators by the total activity their assets generated, highlighting who is turning custom assets into repeatable workspace usage.

Opportunity

Dormant inventory

Surfaces GPTs and projects with no or low current-month engagement so owners can decide whether to refresh, promote, consolidate, or retire them.