Tools and prototypes exploring how AI can unlock health data, accelerate rare disease diagnosis, and reimagine clinical research.

Which states have highest diabetes?AI → SQLTXMSWVALAsk in EnglishAI translatesGet insights

Data & Analytics

Feb 2026

Open Health Data Hub

Natural language access to federal health data

Ask questions in plain English about 700M+ records across Medicaid, Medicare, BRFSS, and NHANES. AI translates your questions into SQL queries and delivers interactive tables and charts — no technical expertise required. Over 2,000 queries from 300+ users to date. Designed for researchers, policymakers, and health systems who need fast answers from complex public datasets without writing code or waiting on analysts.

Next.jsClaude AIDuckDBRechartsVercel
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SymptomsPtosisDiplopiaDysphagiaLimb weaknessFatigueSpecialist AgentsSpecialist 1Specialist 2Specialist 3Diagnoses1.Myasthenia Gravis2.Lambert-Eaton3.Botulism4.Muscular Dystrophy5.Motor Neuron DiseasePhenopacket2Prompt BenchmarkCorrect rare disease diagnosis in top-K resultsSystemNTop-1Top-3Top-5Top-10SecondLook14235.2%51.4%55.6%55.6%Exomiser *5,21335.5%46.3%58.5%o1-preview5,21323.6%31.2%36.8%GPT-4o5,213~20%~27%~31%* Exomiser has access to patient genetic data; SecondLook does not.Source: Phenopacket2Prompt — Zenodo DOI: 10.5281/zenodo.15065293

Clinical Decision Support

Jan 2026

Second Look

AI-powered rare disease differential diagnosis

A multi-agent AI pipeline that helps patients navigate the diagnostic odyssey for rare diseases. Input symptoms through a guided form and receive a prioritized differential grounded in a curated knowledge base of 7,000+ rare and orphan diseases. Built to reduce the average 5–7 year diagnostic delay by surfacing conditions that generalists might not consider, with supporting evidence and next-step recommendations. Early validation on the Phenopacket2Prompt benchmark (9,587 clinical vignettes) shows SecondLook matching Exomiser's diagnostic accuracy — without access to patient genetic data — and significantly outperforming frontier LLMs like o1-preview and GPT-4o used alone.

Next.jsGPT-4.6ClaudeMDXRadix UI
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1DesignProtocol2EnrollParticipants3CollectPRO Data4AnalyzeResultsSTUDY LIFECYCLE

Clinical Research

Jan 2026

N of One

Design and conduct observational clinical studies

AI-powered platform for single-patient observational studies with automated protocol generation. Sponsors create studies, participants join via invitation to complete Patient-Reported Outcome surveys with built-in compliance tracking. Enables decentralized research at the individual level — ideal for rare diseases, off-label treatments, and personalized medicine where traditional RCTs are impractical.

Next.jsSupabaseOpenAIResendPlaywright
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PSarah, 34Myasthenia GravisWhat treatments haveyou tried?I started with pyridostigmineand later added azathioprine.IVIG helped during flares.How is your daily life?

Research Tools

Oct 2025

Synthetic Patients for Research

Digital personas of patients with rare disease

Learn from AI-generated patient personas representing rare disease experiences. Ask about their symptoms, treatments, daily challenges, and opinions to inform research, drug development, and clinical trial design. Each persona is grounded in published literature and patient community data, providing an always-available proxy for qualitative patient research without the recruitment burden.

Next.jsOpenAISupabaseRadix UI
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r/migraineMagnesium changed my life...r/migraineTried Aimovig for 6 months...r/ChronicPainBotox injections worked...r/migraineRiboflavin + CoQ10 combo...AIAnalysisTreatment EffectivenessMagnesium78%Aimovig66%Botox56%Riboflavin45%

Real-World Evidence

Sep 2025

RedditRx

Mine Reddit for real-world treatment insights

Analyze Reddit discussions to discover what interventions real patients report working for specific medical problems. Surfaces community-driven treatment experiences and sentiment at scale. Useful for pharma market research, patient advocacy organizations, and clinicians looking to understand what patients actually try — and what they say works — outside of clinical trials.

Next.jsAI AnalysisReddit Data
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Partnership ScorecardMarket Fit85%Capabilities72%Scale60%Compliance90%OVERALLB+

Business Intelligence

Feb 2025

Will Pharma Like Me?

Assess your pharma partnership potential

Enter your company URL and get an AI-powered assessment of your fit for pharmaceutical partnerships. Analyzes your positioning, offerings, and market alignment against pharma partner selection criteria. Helps digital health companies, CROs, and service providers understand how they appear to potential pharma partners and where to strengthen their pitch.

Next.jsAI AnalysisWeb Scraping
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Ehlers-Danlos SyndromePrevalence: 1 in 5,000SYMPTOMSJoint hypermobilitySkin hyperextensibilityChronic pain and fatigueTREATMENTPhysical therapy, pain management,genetic counselingGenetic

Health Education

Jan 2025

What is that Disease?

Instant comprehensive disease profiles

Enter any disease name and receive a detailed AI-generated profile covering symptoms, prevalence, treatments, prognosis, and related conditions. A quick-reference tool for patients, caregivers, and researchers who need a reliable starting point for understanding unfamiliar diagnoses without wading through dense medical literature.

Next.jsOpenAITailwind CSS
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