Analysis Reveals 82% of AI Engineering Spend Wasted
TL;DR. A new industry report, analyzing over one million pull requests, finds a significant portion of AI engineering spend does not reach shipped product. - Only 18 cents of every dollar spent on AI engineering translates into new features delivered to users. - Reactive work, including bug fixes and maintenance, consumes 44% of engineering output, hindering product development. - Code rework and review friction account for an additional 27% and 11% respectively of total AI engineering effort.
- 18% of AI engineering spend reaches shipped product.
- 44% of AI engineering output is reactive work (bugs + maintenance).
- Code rework accounts for 27% and review friction for 11% of AI engineering effort.
- Failures are growing 3.7 times faster than output volume.
- AI coding tools accelerate both feature delivery and maintenance cycles.
Sources
- Only 18% of AI engineering spend reaches shipped product — research.entelligence.ai