Human Dx provides a web and mobile platform where clinicians submit de‑identified cases and receive a consensus diagnostic recommendation generated from a global physician community and a multi‑LLM ensemble. The same system offers daily peer‑reviewed training cases with instant feedback, and uses an impact‑point economy to incentivize participation. All data are encrypted and managed under HIPAA‑aligned controls for secure integration into clinical workflows.
Funding
Funding not disclosed
Founders
Product
Problem
Clinicians often face complex diagnostic cases without timely access to expert consensus, leading to variability in decision quality and increased risk of misdiagnosis. Additionally, there is limited infrastructure for systematic training of differential‑diagnosis skills across institutions.
Solution
Human Dx delivers a web‑ and mobile‑based platform that merges collective medical expertise with advanced large‑language‑model (LLM) ensembles (Google, OpenAI, Anthropic, Mistral, Perplexity). Users post real‑world clinical questions (Insight Cases) which are answered by a global community of physicians; responses are aggregated and refined by AI to produce a single, research‑vetted diagnostic recommendation. The same system hosts peer‑reviewed training cases (Global Morning Report) that allow clinicians and trainees to practice differential‑diagnosis generation with immediate feedback. Impact points reward contributors and can be redeemed for answers to their own queries, fostering a self‑sustaining knowledge exchange. All data are encrypted, stored in compliance with healthcare privacy standards, and made available through a clinician dashboard for easy review and integration into workflow.
Features
- Integrated multi‑LLM engine that synthesizes community answers into a consensus diagnostic report
- Insight Cases workflow: clinicians submit de‑identified cases, receive crowd‑sourced answers, and view AI‑enhanced summaries
- Global Morning Report (GMR) daily cases, peer‑reviewed by experienced physicians and the editorial board, with instant correctness feedback
- Impact point economy that incentivizes participation and provides access to answered cases for contributors
- Secure, HIPAA‑aligned data handling with end‑to‑end encryption and role‑based access controls
- Cross‑platform access via responsive web portal and native iOS/Android apps, supporting offline case review
- Research‑backed validation: multiple peer‑reviewed studies demonstrate superior accuracy of combined human‑AI intelligence over individual experts or standalone AI models