De-risk hard AI work
Use an academic partner with depth in healthcare ML, trial intelligence, therapeutics, and clinical validation before scaling a product bet.
Industry collaborators
Convert strategic health-data problems into credible AI collaborations.
Sunlab is a fit for pharma, biotech, health systems, CROs, and health AI companies that need rigorous methods, validation, and research credibility.
Clinical trials and real-world evidenceDrug discovery and therapeuticsDeployable healthcare ML systems
Turn data into evidence
Shape messy operational, trial, EHR, or biomedical data into publishable analyses, benchmarks, prototypes, or decision-support studies.
Build credibility
Collaborate with a lab known for rigorous publications, open-source tools, and clinically grounded AI rather than superficial demos.
Strong partner proposals are concrete.
The highest-return collaborations have a clear decision point, data access, validation path, project owner, and a target output such as a paper, benchmark, prototype, pilot, or strategic diligence brief.
What decision or workflow should improve?
What data, experts, or validation setting can you provide?
What output would be valuable in 3, 6, or 12 months?
Email a partnership proposal.
Briefly describe the organization, project goal, available data or validation setting, timeline, and desired outcome.