Growth operations engagement
What building the growth engine for a clinical AI platform taught us about practitioner adoption
FunctionalMind AI created a platform-level view of how practitioners discover, evaluate and continue using clinical AI products. This was a growth operations engagement, not a private-practice client project.
The operating leak
The handoffs the engagement had to make visible.
FunctionalMind AI created a platform-level view of how practitioners discover, evaluate and continue using clinical AI products. This was a growth operations engagement, not a private-practice client project.
The situation
A clinical AI platform has two adoption problems at once. It must earn attention from practitioners, then help those practitioners understand where the product fits into a real workflow. Trial volume alone cannot show whether that education is working.
The engagement looked beyond campaign delivery and treated practitioner adoption as a lifecycle from first useful exposure through trial, activation and retention.
What we found
Retargeting could recover attention from people who had already encountered the product, but the message still needed to connect product capability to a practical professional use case.
The larger operating gap was the handoff after registration. Without a defined activation and retention journey, acquisition performance could be separated from the behaviour that made a trial meaningful.
What we built
The work connected retargeting creative and registration measurement to a broader lifecycle strategy. During one retargeting period, the campaign recorded 13,500 video views and 28 trial registrations.
YellowHorns then mapped the stages from trial through continued use, including the questions, education and behavioural signals required to understand practitioner adoption more honestly.
What changed
The engagement produced a measurable acquisition period and a clearer model for what needed to happen after registration. The numbers belong to that defined period and are not presented as a permanent benchmark or guaranteed result.
This work became part of the YellowHorns thesis: healthcare growth systems have to connect attention to the operational behaviour that creates lasting value.
What we would do differently
We would instrument activation events before the first retargeting impression. Acquisition and product data become far more useful when the team agrees in advance which actions distinguish curiosity from meaningful adoption.
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