Copilot Impact Dashboard Adds Industry Comparison
GitHub added an opt-in industry comparison to the Copilot impact dashboard. See what it benchmarks, who can switch it on, and how to read the numbers.
GitHub added an "Industry comparison" section to the Copilot impact dashboard on 22 October 2026. It lets an organization compare its Copilot agentic adoption with aggregated benchmarks from other opted-in companies, and it is switched off until an owner turns it on. Per GitHub's changelog entry, the comparison covers a 28-day window and shows where you sit against a peer median.
If you run a small team or build alone, this is mostly a signal about where AI coding tools are heading, not something you will use directly. The feature sits at the enterprise and organization-owner level. It is still worth understanding, because it shows which numbers vendors now think matter.
What the comparison measures
The changelog names two groups of metrics. Both are computed over a 28-day reporting period.
The share of your users who are agent-first or multi-agent, which GitHub calls agentic adoption.
How pull request merge rates compare between agentic and nonagentic users, which GitHub calls leverage.
Each score is ranked against the peer median once enough businesses have opted in. As the peer group grows, it is also ranked against the top decile.
How the peer groups work
You pick a company size band and an industry. The bands are 1 to 999, 1,000 to 4,999, and 5,000 or more employees, and there are ten industries to choose from, or you can view all industries.
Small groups get widened automatically. If your industry's group is too small, the comparison falls back to all industries for your size band, and the dashboard labels which group it used. Early on you may see only a median, a broader group, or no ranking at all.
Who can switch it on, and what it costs in data
Question | Answer from the changelog |
|---|---|
Default state | Participation is opt-in and disabled by default |
Who can opt in | Enterprise owners, and owners of organizations not owned by an enterprise |
Who can see results | Anyone who can view the Copilot impact dashboard |
Required setting | The Copilot usage metrics policy must be enabled |
Refresh | Comparisons refresh daily |
Turning it off | Stops both contributing data and seeing comparisons |
Retention | Aggregated benchmarks contain no identifying data and are deleted after 30 days |
Two limits are easy to miss. On GitHub Enterprise Cloud with data residency, you are compared only with participants in the same region, and data is never combined across regions. And enterprises used only to assign Copilot Business licenses cannot participate.
Industry comparisons appear only in the dashboard. They are not in the Copilot usage metrics API, the NDJSON exports, or the downloads, so you cannot pull them into your own reporting.
How to read the numbers without fooling yourself
GitHub's own framing is that leaders could already measure their own adoption but had no peer context. That is a fair gap. Two cautions apply to anyone using it.
First, a merge rate is not a quality rate. A higher share of merged pull requests from agentic users can mean better output, or it can mean lighter review. The changelog does not say which, and the dashboard cannot tell you. If you want to know whether agents are actually saving time on your own code, a direct measurement on your own repository will tell you more than a peer median.
Second, the benchmark only exists where enough companies opt in. A missing ranking is not a bad score. The changelog says no ranking appears if your score cannot be calculated, for example when all your users are already agent-first or multi-agent.
If review load is the concern behind the numbers, our post on how AI coding agents tripled weekly pull requests covers what that volume does to reviewers.
What it signals for people building with AI
Vendors are moving from "how many seats are active" toward "how are people working". Agent-first and multi-agent users are now a tracked category in a mainstream product dashboard. If you are choosing tools, that is a hint about where the ecosystem expects usage to go. Our comparison of GitHub Copilot and Claude Code is a better starting point for the actual tool decision, and how to keep up with AI news covers how to follow changes like this one without reading every changelog.
Frequently asked questions
What is the Copilot impact dashboard industry comparison?
It is an opt-in section of the Copilot impact dashboard that compares your organization's agentic adoption and pull request merge rates with aggregated benchmarks from other participating companies over a 28-day period.
Is the industry comparison on by default?
No. GitHub states that participation is opt-in and disabled by default. An enterprise owner, or an owner of an organization that is not owned by an enterprise, has to turn it on.
Does it share my company's data with competitors?
GitHub says aggregated benchmarks contain no identifying data and are deleted after 30 days. Turning the feature off stops both contributing data and seeing comparisons.
Can I get the comparison through the API?
No. The changelog says industry comparisons appear only in the dashboard, not in the Copilot usage metrics API, NDJSON exports, or downloads.
How did this land?
About the author
Senior Editor, AI & Product
Cecilia leads the Swarmz editorial desk. She has spent a decade turning complex AI and product topics into writing people actually finish, and she owns the blog's quality bar.
