Tag: integration

AI adoption hit the vast majority of organizations, yet only a handful have fully scaled. RAND Corporation research shows more than 80 percent of AI projects fail, and the gap traces back to legacy system integration. Data preparation alone consumes 60 to 80 percent of project effort. Here is how to bridge that gap without replacing your entire tech stack.

The best AI model is useless with a poorly designed API. Roy Fielding REST patterns break down when AI costs are variable and outputs non-deterministic. With over 40 percent of agentic AI projects facing cancellation by 2027, API-first architecture determines adoption more than model performance.