Proof behind the platform: research, benchmarks, and insights

Most teams think they know their hallucination rate — but they're only measuring the errors that look wrong. The harder, more common failures are the ones that look right. Here's why your real number is probably five times higher, and why that changes everything about how you should evaluate AI reliability.

Scaled Cognition co-founder and CTO Dan Klein joined the Beyond the Prompt podcast to explain why AI systems are built to produce outputs indistinguishable from the truth — not to actually tell the truth — why prompting is not a real control surface, and why the skills enterprises need to get value from AI go far beyond deploying the technology.

Reliability — not capability — is what determines whether enterprise AI can actually ship. Dan Klein on the reliability gap nobody's measuring, why the popular workarounds fail, and what it takes to build trust into AI from the ground up.