Your AI Agent Passed Every Test. It Was Still Wrong.

An AI agent can return a perfect status code, valid JSON, and a confident answer while hallucinating its findings and hiding a broken tool call. Andi Mann on why agentic AI demands correctness validation, not just uptime checks, and how Apica Vanguard catches these failures before your users do.

The AI Disruption Your Business Actually Needs to Worry About (And It’s Not Unemployment)

Most enterprises deploying AI agents in production have no idea what those agents are actually doing — and the telemetry that could tell them is getting lost, dropped, or never captured at all.