Quick Share
Northwind Engineering
Adoption snapshot for standup or Slack
Week of 2026-08-24
76% Activated, but only 24% Deep — the org is turning seats on, not changing how software is built.
Adoption funnel Unique actors grouped by highest stage reached this period. Each bar is a filter link. One person counts once at their best stage, not once per tool-week row.
25 unique actors
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Not using Seat paid, zero or minimal activity. No meaningful sessions this period. 6 · 24%
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Activated First real session beyond hello-world. Threshold: at least one substantive session. 9 · 36%
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Habitual Used on 3+ active days per week, mid-task. Habitual = 3+ active days/week with real tool use. 4 · 16%
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Deep Agentic multi-file work ending in commits. Habitual week with commit outcome and agentic depth: ≥1 subagent or ≥5 tool calls (PostToolUse only — PreToolUse pairs are not double-counted). 5 · 20%
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Multiplying Creates shared patterns others reuse. Patterns or artifacts others pick up (subagents, shared workflows). 1 · 4%
Click a stage to filter the overview. Works with JavaScript disabled.
Three adoption gaps Where coaching effort should focus: idle, shallow, or poor-quality use.
Not using Seat paid, zero or minimal sessions.
6
Seat paid, zero or minimal sessions. 24% of 25 actors.
Using shallowly Short sessions, low tool depth, no commits.
12
Short sessions, low tool depth, no commits. 48% of 25 actors.
Using poorly High abandonment, errors, token waste.
1
High abandonment, errors, token waste. 4% of 25 actors.