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Healthtech · Digital Care · 50–200 · Europe #b026_02

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Context

We build an AI-driven symptom assessment and care navigation platform licensed to health systems, insurers and life science partners across several continents.

Industry: Healthtech · Digital Care
Size: 50–200 employees
Region: Europe
Tools budget: $1K–5K per month
Needs: LLM evaluation & testing. Our symptom assessment engine must be continuously evaluated against clinical cases before every model change ships to partners.
Technical hiring. We recruit specialised medical and engineering talent across many nationalities and need a faster, fairer technical screening process.
Expects from suppliers: Clinical validation workflows for model updates; Reproducible evaluation datasets with versioning; Remote-friendly hiring tooling
Not a fit: Consumer marketing tools; Vendors unable to sign medical device quality agreements
Stack: cloud: AWS-class hyperscaler, CI/CD pipeline in place, LLM APIs in production
Buying triggers: AI adoption push, tool consolidation

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NEEDHealthtech · Life Sciences Software · 1000+ · North America #b033_07Simulated· Workforce

We struggle to hire scientists who also write production code, and the search drags across many countries with uneven results. Interviews are inconsistent, and strong candidates slip away while we wait. A good solution must assess scientific depth and coding skill together, work across regions, give us comparable evaluations, and move fast without lowering our bar.

Budget: $20K+Trigger: AI adoption pushStack: LLM APIs in production

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