According to the State of Software Delivery 2025 report by Harness, AI-generated code often requires more debugging, security validation, and code reviews. In fact, 70% of developers spend more time debugging AI-generated code, and 68% spend additional hours addressing security vulnerabilities. Furthermore, 60% of organizations do not evaluate the effectiveness of AI coding tools, and 60% lack processes to assess code for vulnerabilities or errors.

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Not Enough Testing in A.I. Code

While AI is useful for speeding up the initial stages of coding, the added volume of code creates a greater need for thorough testing, governance, and security scans - areas where many organizations still fall short. Without a structured development framework in place, AI-generated code can lead to significant issues, particularly when junior developers, lacking full context of the code, try to troubleshoot problems.

Undermining Your Software Development Project

This is a concern as 52% of developers use AI tools that are not approved by their organizations. Additionally, 58% of organizations do not have clear use cases for when AI is safe to use. The result? AI adoption, without sufficient checks, risks undermining the stability and through put of delivery, with 88% of developers reporting they work beyond 60 hours a week, contributing to burnout.

This highlights a crucial point: AI may not be a complete solution for software development. While AI offers tools for generating code and even documentation, the software development lifecycle demands more. It requires stringent testing, robust frameworks, and comprehensive methodology - elements that a trusted custom software development partner like You Source can provide.

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You Source integrates AI-driven tools into a proven, evidence-based development process, ensuring each line of code is carefully tested and reviewed. Their commitment to quality includes security scans, dependency checks, and detailed code reviews - integral steps that safeguard your software and streamline the development process. Unlike generative AI, which lacks the contextual awareness and governance required for complex projects, You Source employs industry-leading methodologies to ensure high-quality, secure code at every stage.

A Trusted, Proven Framework Needed

While AI can support specific tasks like generating documentation or speeding up certain processes, relying on it without a solid framework increases the risk of errors. A trusted partner like You Source ensures that AI’s capabilities are harnessed effectively, combining them with expert insights and rigorous testing to deliver software that is both innovative and reliable.

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While generative AI plays a role in modern development, it’sclear that human expertise and structured processes are essential. By partnering with a company like You Source, organizations can leverage AI’s potential while ensuring they meet the highest standards of quality, security, and governance in software delivery. Book a free consultation if you want to discuss your A.I. solution or idea today.

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