Challenge
Generic LLMs hallucinate on clinical questions.
Agnotic approach
We ground agents in your EHR and clinical data via FHIR and retrieval, so answers cite real records.

We build custom AI agents for healthcare — grounded in your clinical and operational systems — that automate documentation, support patients, and streamline administrative workflows, with the HIPAA discipline and clinical safety the domain demands.
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Healthcare AI agents automate the work that surrounds care — drafting clinical documentation, answering patient questions, handling prior-auth and referral admin, and moving information between systems. Grounded in your EHR and clinical data, they give clinicians time back and patients faster answers, rather than adding another disconnected tool.
The hard part is safety, privacy, and grounding. A wrong answer in healthcare is consequential, PHI cannot leak, and clinical trust is earned. We build agents grounded in your systems via FHIR and retrieval, with scoped and human-reviewed actions, full auditability, and deployment inside your boundary — so automation is genuinely useful without compromising safety or HIPAA.
See how we ground healthcare AI agents — FHIR/retrieval over clinical data, scoped human-in-the-loop actions, and HIPAA-ready deployment.

Common failure modes
Challenge
Generic LLMs hallucinate on clinical questions.
Agnotic approach
We ground agents in your EHR and clinical data via FHIR and retrieval, so answers cite real records.
Challenge
PHI cannot leak to third parties.
Agnotic approach
On-prem / VPC deployment with private endpoints and least-privilege access to PHI.
Challenge
Clinical actions can't be automated blindly.
Agnotic approach
Scoped, reversible actions with clinician-in-the-loop review on anything consequential.
Challenge
Clinicians won't trust a black box.
Agnotic approach
Transparent sourcing, audit trails, and workflows designed with the clinicians who use them.
The agent types we build for clinical and operational healthcare workflows.
Ambient and assisted documentation that drafts notes for clinician review.
Grounded patient assistants for questions, triage guidance, and navigation.
Agents for prior auth, referrals, scheduling, and cross-system admin.
FHIR and retrieval over EHR data so agents act on real clinical context.
Where it runs
Draft clinical notes and summaries for clinician review.
Grounded answers on care, coverage, and next steps.
Automate the admin around authorizations and referrals.
Move information between systems and teams.
Surface the right patient context at the point of care.
Structured intake and triage guidance with escalation.
Clinical AI stalls on safety, privacy, and trust. We build grounded, HIPAA-ready, clinician-reviewed agents.
Health Insurance Portability and Accountability Act
Protect PHI with privacy-first architecture, encrypted storage and transmission, strict access controls, and traceable audit logs.
General Data Protection Regulation
Implement lawful consent flows, data minimization, retention controls, and secure processing for sensitive health data.
Fast Healthcare Interoperability Resources
Enable standardized health data exchange across apps, care teams, and systems through robust FHIR-ready APIs.
Health Level Seven International
Support enterprise-grade interoperability with HL7-based integrations for records, events, and clinical messaging workflows.
Health Information Trust Alliance
Align security programs to healthcare-specific control and risk management practices trusted by providers and ecosystem partners.
Health Information Technology for Economic and Clinical Health Act
Design with breach notification readiness, digital record safeguards, and operational controls that support regulated care programs.
FDA Software as a Medical Device
Plan software quality, traceability, and documentation pathways for products that may require SaMD review and submission.
Medical Device Regulation (European Union)
Prepare EU market-ready processes for risk classification, evidence tracking, and lifecycle governance under MDR expectations.
Substance Abuse and Mental Health Services Administration
Apply confidentiality controls and consent-aware sharing models for behavioral and mental health data experiences.
Standards we build against
Use-case scoping, clinical grounding, and safety guardrails first.
We pick a high-value workflow and map the clinical data and systems to ground on.
FHIR and retrieval over EHR and clinical data, HIPAA-ready by design.
Scoped tool-use, clinician-in-the-loop, and evaluation against real cases.
On-prem / VPC deployment with logging, monitoring, and a feedback loop.
Agents that are useful clinically and safe by design.
Grounded answers, scoped actions, and PHI kept inside your boundary.
Clinical workflow, FHIR, and PHI discipline are second nature.
Built for on-prem / VPC delivery and real clinical adoption.
FHIR and retrieval so agents cite real clinical data.
Tell us one high-value workflow and your systems. We will return a grounded, HIPAA-ready healthcare AI agent plan scoped to pilot.
contact@agnotic.com
Partnerships
contact@agnotic.com