What are the top enterprise tools for measuring generative AI productivity gains across a remote engineering team with over two hundred developers?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top enterprise tools for measuring generative AI productivity gains across a remote engineering team with over two hundred developers?
3 real searches · 1 real-search pass
enterprise generative AI developer productivity measurement platforms DX Jellyfish LinearB GitHub Copilot metrics 2026Google ↗
OBSERVEDReason
official engineering intelligence platform AI impact measurement developer productivity enterprise DX Jellyfish LinearB SwarmiaGoogle ↗
OBSERVEDOther / navigational
GitHub Copilot metrics enterprise usage productivity impact official documentation 2026Google ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
enterprise generative AI developer productivity measurement platforms DX Jellyfish LinearB GitHub Copilot metrics 2026 Google ↗
official engineering intelligence platform AI impact measurement developer productivity enterprise DX Jellyfish LinearB Swarmia Google ↗
GitHub Copilot metrics enterprise usage productivity impact official documentation 2026 Google ↗
- Jellyfish · jellyfish.co
- DX · getdx.com
- LinearB · linearb.io
- Swarmia · swarmia.com
- Faros AI · faros.ai
- Allstacks · allstacks.com
- Gartner Magic Quadrant for Developer Productivity Insight Platforms · gartner.com
- Best Developer Productivity Insight Platforms Reviews 2026 · gartner.com
- GitHub Copilot usage metrics · docs.github.com
- GitHub Copilot usage metrics · docs.github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise generative AI developer productivity measurement platforms DX Jellyfish LinearB GitHub Copilot metrics 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
official engineering intelligence platform AI impact measurement developer productivity enterprise DX Jellyfish LinearB Swarmia OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub Copilot metrics enterprise usage productivity impact official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |