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AIJuly 2026 · 4 min

AI in clinical workflows: where a person must sign off

AI can remove repetitive work from clinical teams. It should never be the last step in a clinical decision.

Automate the paperwork, not the judgement

Good candidates are the repetitive steps around care: extracting data from referral documents, pre-checking claims, or highlighting results that need attention first.

A qualified person signs off

Every AI-assisted step in Ventrecs ends with a person who has the right role. The suggestion, the decision and who made it are all written to the audit trail.

Measure it like any clinical tool

Each automation has an evaluation set, a defined owner and ongoing monitoring in production. If quality drops, it is switched off, not ignored.

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