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Announcing Independent Evaluations by Protege

Protege Launches Independent Evaluations to Test How Healthcare AI Performs in Real World Conditions

New evaluations address a critical gap in healthcare AI: trustworthy independent evidence of model performance on real patient cases.

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Announcing Independent Evaluations by Protege: creating better tests for healthcare AI using de-identified real-world data

Announcing Independent Evaluations by Protege

Why we need a better test for healthcare AI — and what we hope better evidence will make possible

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Using de-identified longitudinal patient history to predict disease: Xlue and Protege

Protege Evaluation of A Disease Risk Prediction Model by Xlue AI

An Independent Evaluation of a Disease Risk Prediction Model Across 16 Clinical Tasks

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Double-blind eval of biomedical model for breast and lung cancer: Standard Model Bio and Protege

Protege Double Blind Evaluation of Oncology Prediction Systems

Double-Blind Comparison of a Specialized Biomedical Model and Frontier Models on Breast and Lung Cancer Outcomes

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Disease Odyssey: How well can AI identify conditions from real, de-identified patient records before diagnosis? Protege

Disease Odyssey

Healthcare is a journey, and the longer it takes, the less pleasant it becomes. Disease Odyssey evaluates pre-diagnostic reasoning on longitudinal clinical records: can AI shorten the journey by reaching the correct diagnosis faster?

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Protege and GrabMaps Partner to Bring Real-World Southeast Asian Streets to Spatial and Physical AI

Protege, the trusted source for high-quality, real-world training data curated for AI development, today announced a partnership with Grab, Southeast Asia’s everyday superapp, to help…

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Webinar Replay: Verifying AI in Medicine — Is Healthcare AI Actually Ready for Deployment?

Watch the replay: Isaac Kohane (NEJM AI, Harvard Medical School) and Protege co-founder Engy Ziedan, moderated by Second Opinion's Christina Farr, on verification, trust, and real-world readiness in medical AI.

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A16Z feature — The Oracle Problem: an invisible bottleneck to AI and medicine

Is this model a good doctor, or was it good at the test? This is the big hairy question for AI adoption in healthcare -…

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Protege in the News: Healthcare AI Needs An Independent Referee

Two peer-reviewed journals, three weeks apart. Opposite answers on whether general or clinical AI performs better. Both contained flawed benchmarks...and there's no referee. This editorial…

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Protege and Dailymotion Announce Partnership to Bring Licensed Global Video Data to the AI Market

Partnership makes a large multilingual video dataset available through Protege for AI training and evaluation, reflecting growing demand for licensed and transparent data sources. JULY…

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ALLSIDES and Protege Partner to Bring 3D Digital Twins of Objects and Products to Physical AI Labs

The Partnership combines world-leading reality-grade and physically accurate 3D Digital Twin infrastructure with Protege’s real-world data platform for AI model development. [embed]https://youtu.be/2aJ6RZV2wDM[/embed] SAN FRANCISCO, CA…

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Apply to Join Protege’s Next Live Event in SF: The State of Training Data, AI’s next bottleneck

The data constraint is the most important problem in scaling AI today. On August 12th, we are convening leading AI researchers, frontier labs, investors and…

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Protege x VLGE AI Announce Strategic Partnership to Scale Data for World Model Builders and Pioneer Embodied Retail Intelligence for the Agentic Era

SAN FRANCISCO - June 2026 - Protege and VLGE AI today announced a strategic collaboration exploring a new category of AI training infrastructure built around…

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Announcing Spatial & Physical Intelligence at Protege

Robots have worked alongside humans on factory floors for decades. What this typically looks like: a single mechanical arm, bolted to the floor, repeating the…

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Protege-Prepared Data Powers New Vals AI Healthcare Benchmarks in Clinical Documentation and Medical Billing

Two of the biggest drivers are clinical documentation (turning an encounter into a usable clinical note) and medical coding (translating care into billable codes that…

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