Observability vs. Visibility: Building AI for Trust, Not the Sign-Off

Value-First DataYouTube recordingJune 16, 2026

Chris Carolan and Klemen Hrovat pull apart two words everyone uses interchangeably — observability and visibility — and ask which one earns trust in non-deterministic AI.…

Chris Carolan and Klemen Hrovat pull apart two words everyone uses interchangeably — observability and visibility — and ask which one earns trust in non-deterministic AI. Throughline: context is king, you can't trust what you can't control, and the move is build for trust — not the sign-off.

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The episodes are the on-ramp. The next step is doing the work yourself, live, with people on the same path.