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2025 State of AI Code Quality
Learn more about the insights we've gathered from 600+ developers on how generative AI is shaping developer experience, trust, productivity and code quality across the SDLC.
The data reveals a striking imbalance: 76% of developers fall into what we call the “red zone”—a quadrant where they experience frequent hallucinations and have low confidence in AI-generated code. When AI suggestions ignore team patterns, architecture, or naming conventions, developers end up rewriting or rejecting the code—even if it’s technically “correct.” Fixing this doesn’t just reduce errors; it unlocks faster merges, more trust, and smoother collaboration. Confident teams spend less time second-guessing bots, chasing flaky tests, or re-writing low-quality diffs, freeing them to focus on creative problem-solving—the work that sparks joy and fuels retention.
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