How do I calculate the return on investment for a GitHub Copilot subscription for a team of five full stack software engineers
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I calculate the return on investment for a GitHub Copilot subscription for a team of five full stack software engineers
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
GitHub Copilot Business pricing per user per month official GitHub 2026 Google ↗
GitHub Copilot productivity measurement controlled study developer time saved engineering ROI methodology Google ↗
- Plans for GitHub Copilot · docs.github.com
- GitHub Copilot seats and billing cycles for organizations and enterprises · docs.github.com
- GitHub Copilot Business pricing · github.com
- Measuring Impact of GitHub Copilot · resources.github.com
- Research: quantifying GitHub Copilot’s impact on developer productivity and happiness · github.blog
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Copilot Business pricing per user per month official GitHub 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub Copilot productivity measurement controlled study developer time saved engineering ROI methodology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |