AswinThampyDr Aswin Thampy
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GP Pathfinder Clinics

Testing AI tools against real clinical work

A promising demonstration does not tell you whether a tool will fit a busy service. I helped assess emerging technologies in the context of actual clinical and administrative tasks.

What we explored

The pilots included AI clinical scribes, document workflows, voice reception and patient-access tools.

How I approached them

I looked at whether outputs were reliable, how staff would use them, what patients experienced and where clinical review or escalation remained essential. Safety, usability and adoption mattered alongside any potential time saving.

What the work showed

The pilots helped us understand where these tools could fit, what needed to change around them and where human review remained essential.