What are the top software options for measuring generative AI productivity gains among software engineering teams?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top software options for measuring generative AI productivity gains among software engineering teams?
4 real searches · 1 real-search pass
best software platforms measure generative AI coding assistant productivity engineering teams DX AI impact Jellyfish LinearB Swarmia 2026Google ↗
OBSERVEDComparison
DX AI impact engineering productivity measurement features GitHub Copilot Cursor Claude CodeGoogle ↗
OBSERVEDConsequence
Jellyfish AI impact measurement engineering productivity platform AI coding assistantsGoogle ↗
OBSERVEDConsequence
LinearB AI impact analytics engineering productivity AI coding assistantsGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
best software platforms measure generative AI coding assistant productivity engineering teams DX AI impact Jellyfish LinearB Swarmia 2026 Google ↗
DX AI impact engineering productivity measurement features GitHub Copilot Cursor Claude Code Google ↗
Jellyfish AI impact measurement engineering productivity platform AI coding assistants Google ↗
LinearB AI impact analytics engineering productivity AI coding assistants Google ↗
- DX · getdx.com
- AI code insights for productivity · getdx.com
- AI cost management · docs.getdx.com
- Best Developer Productivity Insight Platforms Reviews 2026 · gartner.com
- Jellyfish · jellyfish.co
- 7 Modern Tools for Measuring AI Developer Productivity · jellyfish.co
- AI Analytics: Adoption, Workflow, and Impact - HelpDocs & User Setup · linearb.helpdocs.io
- AI Insights – Overview - HelpDocs & User Setup · linearb.helpdocs.io
- Software engineering intelligence platforms compared · meetzest.com
- 21 best software development analytics tools for 2026 · guideflow.com
- Best Developer Productivity Tools 2026: Engineering Analytics Compared · wetheflywheel.com
- LinearB · linearb.io
- Swarmia · swarmia.com
- Waydev · waydev.co
- Faros AI · faros.ai
- AI Engineering Intelligence Tools | Ry Walker Research · rywalker.com
- Gartner Magic Quadrant for Developer Productivity Insight Platforms · gartner.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best software platforms measure generative AI coding assistant productivity engineering teams DX AI impact Jellyfish LinearB Swarmia 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DX AI impact engineering productivity measurement features GitHub Copilot Cursor Claude Code OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Jellyfish AI impact measurement engineering productivity platform AI coding assistants OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
LinearB AI impact analytics engineering productivity AI coding assistants OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |