How to Improve Enterprise AI Adoption: AI Observability & Evaluation

Enterprise Knowledge 16 Apr 2026
Part 1: Why Agentic AI Demands a New Kind of Visibility The AI Trust Problem No One Is Talking About Your AI product is live. Latency looks fine. Uptime is green. And yet, somewhere in production, your AI is quietly giving customers wrong answers, generating outputs your legal team would not approve, and spending far more on inference than it should. You just can’t see it yet, and that’s exactly the problem Today, inference accounts for 85% of the enterprise AI budget, with most organizations having little visibility into what’s driving that spend.