Access granted. But the data is far from decision-ready.
70% of healthcare AI POCs fail before production. Even the 20% of data you can access after months of gating hits Lock 2: the Knowledge, Fitness, Completeness, and Credibility gaps.
“Does this cohort contain the signal you need?” Months pass before the answer is no.
“Is it structured and AI-ready?” Operational burn before a model can touch it.
“Are all modalities complete?” Confidence collapses without longitudinal follow-up.
Collapses 3–11+ months of IRB / DUA delay into a certified, AI-ready Digital Cohort.
No single silo is complete. Together they are more than the sum.
Autonomous diagnostic agents and continuous-learning clinical models need a live data mobility layer—not static single-hospital exports.
What Site A lacks, Site B supplies. The pool is structurally more complete than any single source.
Adds representation from APAC, India, Middle East, and EU—where data is generated but never shared.
Earlier go/no-go signal, earlier pivot, and continuous validation for human & agentic teams.
Zero patient records exposed, zero consent bottlenecks, and longitudinal clinical realism.
We partner to source, connect, and curate clinical data—so your team can focus on the science.
Privacy-Safe, Context-Rich Data
Compliant without stripping the temporal and clinical nuance AI needs to reason.
Cohorts Built for Your Model
Engineered for Feasibility, Post-Training, Fine-Tuning & RWE—not generic billing pipelines.
Evaluation That Holds Up
Tested against real clinical workflows and uncontaminated holdouts defensible in FDA submissions.
You have a defined use case and a preferred hospital or biobank in mind. We onboard them to HALE™ and curate end-to-end.
You have a defined use case but no data partner identified. We source optimal multi-site suppliers and deliver your cohort.
Multiple programs across therapeutic areas. Dedicated node capacity, preferred access, and co-designed roadmap.
Find the right healthcare data for your AI.
Tell us about the clinical, sensor, or imaging cohort your model needs. Our team will map matching health system nodes and scope a 50–100 patient Hero Slice prototype.
Longitudinal EHR (Epic, Cerner, MEDITECH), physiological sensors & telemetry waveforms, diagnostic DICOM imaging, whole-slide pathology, and multi-omics.