Tools are just overhead until your team knows how to command them
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real data from Real engineering teams
When you don't invest in upskilling, GenAI tools can make your team less productive
Research conducted with DX shows measurable improvements in developer productivity when they deeply understand AI, compared to teams who only had tool-based training.
METR showed us that just GenAI tools can make software engineers less productive.
This happened even when they thought they were more productive.
The good news is that this report worked on by DX and Skiller Whale shows that with skills, productivity gains are significant compared to other teams who have the tools without the upskilling.
METR followed up this study in 2026 and reported that AI has become so essential to workflows that it's becoming difficult to conduct controlled experiments (as developers refuse to work without them). Read the update here →
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