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Sticky notes scattered across a desk, representing the off-the-clock hours complex cases consume.
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Off the clock, off the P&L: Your best clinician works 14 hours a week for free

The hidden economics of complex cases in a cash-pay precision practice, and how AI can change it.

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Sticky notes scattered across a desk, representing the off-the-clock hours complex cases consume.Insight

Off the clock, off the P&L: Your best clinician works 14 hours a week for free

The hidden economics of complex cases in a cash-pay precision practice, and how AI can change it.

A glass jar of glowing health-data icons, representing the multi-omic synthesis behind a complex case.Insight

The Problem Your AI Scribe Will Never Solve

AI scribes returned the documentation hour. The synthesis hour they were never built to touch — reading multi-omic data before a complex case — runs on a different layer of AI entirely.

An arrow striking the center of a target while fragments break away, illustrating AI claims that hit the mark versus those that rest on unproven inference.Insight

Your AI Gave You a Confident Answer. One in Three Steps Behind It Aren't Proven.

Diadia evaluated 3,035 biomedical claims across four frontier AI models. The hallucinations were rare. The inference presented as proof was the larger problem.

New research from Diadia Health evaluating 3,000 biomedical claims across four frontier LLMsTechnical Blogs

When 97% accuracy hides 33% uncertainty: What claim-level verification reveals about AI diagnostics

New research from Diadia Health evaluating 3,000 biomedical claims across four frontier LLMs

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