State of Code reports

Sonar analyzed billions of lines of code and surveyed the global developer community to uncover the true state of software development. Explore research on the impact of AI, LLM “personalities,” and common codebase challenges.

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Reports based on developer surveys

Uncover the reality of modern software development and AI coding with insights from 1,100+ professionals on the state of AI trust and verification.

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Reports based on Sonar's propriety benchmarks

Go beyond performance benchmarks to discover the "coding personalities" of leading LLMs, revealing each model's distinct strengths and flaws.

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Reports based on Sonar telemetry data

Dive into the most common challenges and trends impacting software reliability, security, maintainability, and the seven most popular programming languages.

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Explore the seven habits of highly effective AI coding

Learn best practices for developer productivity with AI, without compromising on quality or security

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Build trust into every line of code

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