Real ChatGPT answer · index seedICDT146vRVMcompleteB2B software · AI and automation toolsinformational
How do tech startups measure actual productivity gains from generative AI coding assistants without just relying on lines of code written?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do tech startups measure actual productivity gains from generative AI coding assistants without just relying on lines of code written?
3 real searches · 1 real-search pass
DORA SPACE framework measuring developer productivity AI coding assistants delivery metrics researchGoogle ↗
OBSERVEDReason
METR randomized controlled trial AI coding tools experienced developers 2025 productivity studyGoogle ↗
OBSERVEDReason
GitHub Copilot productivity study task completion time controlled experiment developer productivityGoogle ↗
OBSERVEDReason
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). 3 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
DORA SPACE framework measuring developer productivity AI coding assistants delivery metrics research Google ↗
METR randomized controlled trial AI coding tools experienced developers 2025 productivity study Google ↗
GitHub Copilot productivity study task completion time controlled experiment developer productivity Google ↗
- DORA | Choosing measurement frameworks to fit your organizational goals · dora.dev
- The SPACE of AI: Real-World Lessons on AI's Impact on Developers · microsoft.com
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · doi.org
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · metr.org
- How Much Does AI Impact Development Speed? an Enterprise-Based Randomized Controlled Trial | IEEE Conference Publication · ieeexplore.ieee.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DORA SPACE framework measuring developer productivity AI coding assistants delivery metrics research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
METR randomized controlled trial AI coding tools experienced developers 2025 productivity study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GitHub Copilot productivity study task completion time controlled experiment developer productivity OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |