How to Run an AI Audit: Finding Where AI Actually Moves the Needle in Your Business

Dev.to AI
Generative AI AI Ethics AI Regulation

Every week, another AI vendor promises to transform your business. Every week, another company buys a tool, runs a pilot, and watches it quietly fail. MIT measured this pattern across 300+ enterprise deployments and found that 95% of generative AI pilots deliver zero measurable P&L impact. RAND Corporation puts the broader AI project failure rate at 80.3% - double the failure rate of non-AI IT projects. The root cause, in most cases, isn't bad technology. It's that companies skip the most important step: figuring out where AI will actually help before buying anything.