Tag: integration

Nov 4, 2025 · Amit Kothari · AI
AI legacy integration - the 80% problem nobody talks about
Why 87% of AI projects fail before production has nothing to do with AI capabilities and everything to do with legacy system integration. Organizations spend 60-80% of AI budgets just connecting to existing systems. Here is how to bridge the gap without replacing your entire tech stack.
ailegacy-systemsintegrationenterprise-architecture
Nov 4, 2025 · Amit Kothari · AI
API-first AI architecture - why APIs are the UI for AI
The best AI model is useless with a poorly designed API. Here is how to build API-first AI architecture that developers actually want to use and why your API design determines adoption more than your model performance. Learn the patterns that separate thriving integrations from abandoned projects.
aiapi-designarchitectureintegration