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Saving lives with data by providing regulatory-grade safety and effectiveness data.

The premier multimodal clinical data platform for medical AI training and validation.

Dandelion Health is a specialized data platform designed to accelerate the development and validation of clinical-grade AI. By partnering with massive health systems across the U.S., Dandelion provides a representative, de-identified clinical database that bridges the gap between structured EHR data and unstructured multimodal assets like DICOM imaging, ECG waveforms, and pathology slides. In 2026, the platform stands as a critical infrastructure layer for 'Foundation Models in Medicine' (FMM), offering the high-fidelity longitudinal data required to prevent algorithmic bias and ensure generalization across diverse patient populations. Its technical architecture focuses on a 'Zero Trust' secure cloud environment where researchers and AI developers can query massive cohorts without data exfiltration risks. The platform employs advanced de-identification pipelines that go beyond simple PII removal, utilizing automated redaction of burnt-in text in images and waveform anonymization while preserving the physiological integrity necessary for AI training. Dandelion provides the ground truth labels and real-world evidence required for FDA regulatory submissions, making it the gold standard for life sciences and health-tech organizations.
Dandelion Health is a specialized data platform designed to accelerate the development and validation of clinical-grade AI.
Explore all tools that specialize in algorithm validation. This domain focus ensures Dandelion Health delivers optimized results for this specific requirement.
Synchronizes EHR records with high-resolution imaging and waveforms across the entire patient journey.
AI-driven identification and removal of PII from pixel-level data in DICOM headers and image frames.
Standardizes raw ECG and EEG signals into AI-ready formats regardless of the original hardware manufacturer.
Tools to measure model performance across socio-demographic benchmarks provided in the metadata.
Virtual compute environments that allow model training without physical data movement.
Automated generation of longitudinal patient outcomes for pharmaceutical research.
Maps disparate health system data to common ontologies like OMOP or SNOMED CT.
Execute Master Data Use Agreement (MDUA) and HIPAA Business Associate Agreement.
Access the Dandelion Console to define research objectives and cohort parameters.
Utilize the Cohort Builder to filter patients by ICD-10 codes, lab values, or specific procedures.
Select multimodal requirements, such as specific imaging modalities (CT, MRI) or waveforms (ECG).
Review data availability and feasibility reports generated by the Dandelion engine.
Provision a secure cloud-based 'Clean Room' (AWS/GCP/Snowflake) for data access.
Configure identity and access management (IAM) for data scientists and researchers.
Execute data extraction via Dandelion's automated de-identification and normalization pipeline.
Perform exploratory data analysis (EDA) within the secure environment using pre-integrated tools.
Export model weights or aggregate insights following a data egress safety review.
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Verified feedback from other users.
"Users praise the unparalleled access to diverse, clean clinical data and the high degree of representativeness, though some note the rigorous compliance process can be time-consuming."
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