How are other small business owners measuring the actual ROI and productivity gains of generative AI coding assistants for their development teams?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How are other small business owners measuring the actual ROI and productivity gains of generative AI coding assistants for their development teams?
4 real searches · 1 real-search pass
small business software development teams measuring ROI productivity generative AI coding assistants study metrics 2025 2026Google ↗
OBSERVEDReason
GitHub Copilot productivity research controlled study task completion time code quality 2024 2025Google ↗
OBSERVEDReason
DORA report AI software delivery performance metrics 2025 generative AIGoogle ↗
OBSERVEDReason
METR randomized controlled trial AI coding assistants experienced developers productivity 2025Google ↗
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). 4 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
small business software development teams measuring ROI productivity generative AI coding assistants study metrics 2025 2026 Google ↗
GitHub Copilot productivity research controlled study task completion time code quality 2024 2025 Google ↗
DORA report AI software delivery performance metrics 2025 generative AI Google ↗
METR randomized controlled trial AI coding assistants experienced developers productivity 2025 Google ↗
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · doi.org
- The State of AI-Powered Software Development · blackduck.com
- DORA · dora.dev
- DORA | Download the Impact of Generative AI in Software Development · dora.dev
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · metr.org
- How IBM measured the ROI of AI-assisted development · ibm.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
small business software development teams measuring ROI productivity generative AI coding assistants study metrics 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GitHub Copilot productivity research controlled study task completion time code quality 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DORA report AI software delivery performance metrics 2025 generative AI OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
METR randomized controlled trial AI coding assistants experienced developers productivity 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |