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Build Healthcare AI That Works in the Real World
Validara Health helps build AI systems that work in the real world. As a physician-led firm, we validate AI tools, design credible clinical evidence, and support regulatory and deployment decisions clinicians trust. We focus on real-world failure modes, not just benchmarks, bridging the gap between AI performance and clinical care.
What We Help With?
Al Risk & Validation
Safety testing, clinical evaluation, and
regulatory preparation for Al developers.
Research & Policy Strategy
Study design, evidence planning, and
governance frameworks for Al initiatives.
Implementation Advisory
Vendor evaluation, deployment planning, and
physician engagement for health systems
Why Standard ML Validation Misses Real-Life Clinical Failures
Healthcare AI often fails in deployment because validation ignores real clinical use. This paper explains why and what to test instead.
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