How AI is applied across API Evangelist and APIs.io. Read my AI disclosure →
API Evangelist API Evangelist
Discovery
Learnings
Guidance
Toolbox
Alignment
API Evangelist LLC

When your telemetry meets AI. (It usually fails.)

calendar_today April 15, 2026 person Cribl domain cribl

Artificial intelligence is quickly embedding in security operations, SRE workflows, capacity planning, and automation. But most telemetry infrastructure wasn’t designed for this shift. It was built for humans — dashboards, manual searches, and reactive workflows. That model breaks because systems — not just people — continuously analyze, correlate, and act on telemetry. To support advanced analytics and intelligent automation safely and at scale, your telemetry architecture must be ready. Let’s look at what that means in practice.

open_in_new Read original post