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.

New Omdia research confirms what enterprise operators already feel: The telemetry data problem isn’t coming, it’s here. And most organizations are still building on the wrong foundation.

Apica COO Matt Wilkinson breaks down why the company is expanding its SI partner network and what partners are actually getting — two repeatable practice areas built around Flow's OTel-native telemetry pipeline and Wayfinder's test data orchestration.