Info-Tech warns AI-generated code can add defects without guardrails
Info-Tech Research Group says AI-generated code can speed delivery, but unmanaged use may also increase defects, security risks and technical debt.
Info-Tech Research Group said organizations using AI-generated code need human review and governance controls to limit defects and technical debt as adoption expands across software teams.
In a blueprint titled Defend Against Defects and Technical Debt in Your AI-Generated Code, the research group said AI-assisted development can improve productivity and delivery speed, but it can also introduce quality, security and maintainability problems if it is not managed carefully. The company said AI-generated code may look polished and production-ready even when deeper architectural problems are harder to spot early.
Info-Tech said unmanaged adoption can spread defects across the software development lifecycle, adding rework and long-term maintenance burden. The release frames the issue as one of governance as much as technology.
Ari Glaizel, associate vice president of research development at Info-Tech Research Group, said AI-generated code can make different mistakes than people do because it does not fully understand business context or long-term operational impact. He said organizations still need a human accountability layer to validate, review and govern AI-assisted development responsibly.
Info-Tech said its blueprint sets out a three-step framework. The first step is to establish where AI-generated code will be used across the software development lifecycle, why teams are adopting it and which stages need stronger human oversight. The second step calls for auditing delivery pipelines, adding non-functional requirements, setting prompting standards and creating AI-specific pull request verification checklists. The third step focuses on measurable objectives, success metrics and phased implementation roadmaps.
The release said the blueprint also includes an AI Code Quality Starter Kit workbook. Info-Tech said the workbook is meant to capture delivery goals, AI guardrails, success metrics and roadmap milestones.
The company described itself as serving more than 30,000 IT, HR and marketing leaders worldwide and said it has been trusted by tens of thousands of private and public organizations for nearly 30 years.
Info-Tech's release was published by PR Newswire on Aug. 11, 2026, according to the source log provided with the brief. No additional company response was included in the material reviewed.
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Editorial note: This article was prepared with AI assistance and includes source attribution for reader review.
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