90
licensed seats
FUTURICE / GITHUB EXECUTIVE BRIEF
A compact view of platform usage, Copilot maturity, engineering impact, and the opportunities most likely to convert adoption into measurable value.
High-leverage adoption opportunity: 82 users remain in Cohorts 0-1. Engaged users average 10.1 merged PRs per month versus 0.7 at baseline, while aggregate merge time for Copilot-active users was slower.
CURRENT SNAPSHOT
Licensing and impact data as of 13 Sep 2026
90
licensed seats
527,554
current consumption snapshot
82
Cohort 0-1 users
270
GHEC Classic / Metered
OBSERVED COHORT ASSOCIATIONS
Latest impact service window: 17 Aug-13 Sep / 28 days
The impact service observed 703 merged pull requests and estimates substantially more code shipped for engaged users than at baseline. This is an association, not a causal productivity claim.
Users with observed Copilot activity were slower to merge in aggregate. Investigate workflow composition before presenting a speed benefit.
Read these signals together. Higher output did not translate into faster aggregate delivery. These are observed associations, not proof that Copilot caused either result.
Users with observed Copilot activity during this 28-day reporting window; this label applies to the merge-time comparison.
The comparison group used by the impact service, representing users without observed Copilot engagement.
The impact service estimate used to compare Cohorts 2-3 with Cohorts 0-1.
No observed Copilot engagement; development follows existing workflows.
Copilot is used inside the IDE for suggestions, chat, and individual assistance.
Agents complete bounded development tasks while a developer directs and reviews.
Multiple specialized agents coordinate across a broader engineering workflow.
COHORT PERFORMANCE SIGNALS
102 users represented / latest 28-day impact window
| Cohort | Users | Avg lines added / day | Avg PRs merged | Median PR merge time |
|---|---|---|---|---|
| Cohort 0No AI | 28 | 2.7 | 0.6 | 7.5h |
| Cohort 1IDE only | 54 | 89.6 | 1.1 | 16.9h |
| Cohort 2Agentic | 5 | 172.9 | 0 | Not availableNo merged PR sample |
| Cohort 3Multi-agent | 15 | 46.0 | 24.3 | 15.4h |
Lines added is average daily code volume for users in the cohort. It does not measure quality or mean Copilot wrote the lines.
PRs merged is the average merged pull-request activity observed for users in each cohort during the window.
Median merge time is the midpoint elapsed time from opening a PR to merging it. Small cohorts can move sharply.
SIX-MONTH TREND
CURRENT CONSUMPTION
AI units / Futurice / as of 13 Sep 2026
PRODUCT FOOTPRINT
Licensing snapshot as of 13 Sep 2026
The budget view reports $0 used while AI-unit consumption is present. These are separate measures and do not imply zero AI usage.