What we do
Rare Advice LLC provides specialized consulting services to organizations working on rare diseases. We pair scientific domain expertise with applied artificial intelligence to help clients accelerate research, make sense of small and complex datasets, and make better-informed decisions in a field where data is scarce and the cost of getting it wrong is high.
Rare diseases are underfunded and underserved precisely because their small patient populations make traditional research economics difficult. Our work is focused on changing that — using modern AI methods to do more with the limited data that exists.
Who we serve
We partner with academic and clinical researchers, biotech and pharmaceutical companies, and patient advocacy organizations to advance the understanding, diagnosis, and treatment of rare diseases.
Our services
- Research strategy & study design — scoping studies, endpoints, and analysis plans for small-population and rare-disease research.
- AI & machine-learning modeling — building and validating models that perform on small, sparse, or heterogeneous datasets.
- Data & literature synthesis — consolidating fragmented evidence into clear, decision-ready findings.
- Funding & grant strategy — positioning research programs for grants, partnerships, and investment.
How we work
Clients engage us on a project basis. Once an engagement begins, we keep clients informed throughout with appointment reminders, project status updates, and account notifications — so nothing falls through the cracks between working sessions.
About Rare Advice LLC
Rare Advice LLC is a New York limited liability company founded in 2026 and led by its founder, Yiwei She. We work exclusively in the rare disease space, so our methods, partnerships, and priorities are built around the realities of small patient populations and constrained budgets — not retrofitted from mass-market approaches.
Our mission is simple: bring the tools that have transformed data-rich fields to a community where every data point is precious and every efficiency gained can move a research program forward.
Text messaging (SMS) program
Clients and contacts who opt in through our contact form may receive SMS text messages from Rare Advice LLC related to our consulting services — including appointment reminders, project updates, and account notifications. This is a transactional program; we do not send marketing or promotional texts.
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