Limbix (by BigHealth)
Evidence-based digital therapeutics for adolescent mental health and behavioral activation.
The world's most advanced AI-driven medical reasoning engine for clinical-grade symptom assessment and triage.
Ada Health is a global health company at the forefront of medical AI, utilizing a sophisticated reasoning engine built upon a multi-layered medical knowledge graph. Technically, the platform leverages a proprietary Bayesian network-based probabilistic graphical model that mimics clinical reasoning by calculating the probability of diseases based on symptom patterns, risk factors, and demographic data. As of 2026, Ada has solidified its position in the market as the gold standard for symptom assessment, holding Class IIa medical device certification under the EU MDR. The architecture is designed for extreme interoperability, supporting HL7 FHIR standards for seamless integration into Electronic Health Records (EHR) and insurance portals. Unlike generic LLMs, Ada’s AI is deterministic and clinically validated by an internal team of medical doctors, ensuring that assessments remain grounded in evidence-based medicine rather than statistical next-token prediction. The 2026 enterprise iteration features enhanced 'Care Navigation' capabilities, which dynamically route users to the appropriate level of care—be it emergency services, primary care, or specialized telehealth—thereby reducing systemic friction and healthcare costs for payers and providers globally.
Uses probabilistic graphical models to calculate conditional probabilities of over 3,000 conditions.
Evidence-based digital therapeutics for adolescent mental health and behavioral activation.
Predictive clinical and operational intelligence to fight death and waste in healthcare.
Predictive medical data and clinical insights for streamlined enterprise underwriting.
The professional medical network for clinicians, providing HIPAA-compliant AI and telehealth solutions.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Algorithms that assess urgency based on red-flag symptoms and vital risk factors.
Data exchange protocols compliant with HL7 FHIR for seamless EHR synchronization.
A proprietary database of symptoms and conditions curated by clinical experts.
Longitudinal data collection of symptom progression over time.
Complete UI/UX customization via SDKs and APIs for health insurers.
End-to-end encryption and compliance with localized data residency laws.
Users feel unwell and don't know if they should see a doctor or rest.
Registry Updated:2/7/2026
High costs from members visiting ER for non-emergent issues.
Doctors spend too much time taking initial history during appointments.