Tag: integration
AI legacy integration - the 80% problem that kills projects
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 50 to 70 percent of project effort. Here is how to bridge that gap without replacing your entire tech stack.
API-first AI architecture - why APIs are the UI for AI
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 a large share of agentic AI projects getting cancelled over cost and complexity, API-first architecture determines adoption more than model performance.