Healthcare & Life Sciences
Hospitals, health systems and life-sciences companies need AI that works with protected health information without exposing it. Private deployment makes that possible.
Why AI stalls in Healthcare & Life Sciences
Protected health information cannot be sent to services without a business associate agreement and appropriate safeguards. Clinicians and researchers want AI help, but most tools ask them to paste data into systems the organization does not control. Shadow AI becomes a compliance risk.
How we make it work
We deploy models inside the provider's or sponsor's environment, connected to EHR exports, research repositories and document stores through access controls tied to existing roles. Outputs are always framed for human review, and audit logs support HIPAA and 21 CFR Part 11 obligations.
Where private AI pays off first
Clinical documentation
Draft notes and summaries from encounter data for clinician review.
Prior authorization
Assemble supporting documentation from the chart.
Research literature review
Search and summarize internal and published studies.
Coding assistance
Suggest codes with evidence for coder review.
Patient message drafting
Draft replies to portal messages for clinician review.
Trial document review
Check protocols and reports against templates and regulations.
Frameworks we design around
We don't certify you, but we build and document systems so your compliance team can map them to the rules you answer to. Every deployment ships with an evidence pack covering data flows, access control, logging, model change management and incident response.
How we typically start
Private & On-Prem LLM Deployment
Run open-weight models on your own servers or private cloud, with no data leaving your network.
Explore service →SVC-05Custom Model Fine-Tuning
Adapt open models to your language, documents and workflows with your own data.
Explore service →SVC-06AI Security & Compliance Audit
Assess model risk, data privacy and controls before regulators or customers ask.
Explore service →Common questions
Will you sign a BAA?
Yes, where our engagement involves access to PHI.
Does the AI make clinical decisions?
No. Our deployments support clinicians with drafts and summaries; decisions stay with qualified staff.
Find out what private AI would cost you.
A 45-minute call with an engineer, not a sales script. You'll leave with a rough architecture, a cost range and the next three steps.

