Verial

Go live with your healthcare AI agent
in weeks, not months.

Train your agents against sandbox hospital environments with realistic patient data and messy integrations so you're fixing failure modes before they reach real patients.

Team

Built by the team behind Notable Health's AI platform.

Kevin Huang

Head of AI, Notable Health

Stan Liu

Founding engineer, Notable Health

Problem

You can't test healthcare AI properly today.

No sandbox access

EHR sandboxes require months of partnership negotiations. Real payer portals are credentialed, rate-limited, and don't offer test accounts.

Unrealistic data

Five test patients with perfect records don't reflect real world results with missing demographics, duplicate orders, and handwritten fax PDFs.

Flaky results

You can't write assertions against systems that return different results every time. Your tests pass today and fail tomorrow.

No parallel testing

One flaky session against a shared portal blocks your entire pipeline. You can't run multiple tests simultaneously against production.

Solution

Verial creates sandbox environments that simulate real hospital systems. Provision a FHIR server, payer portal, IVR line, or HL7 feed with synthetic patients and deterministic scenarios, then run your agent against it.

Your AI agent
Verial sandbox environment
Data and controls
Synthetic PatientsDeterministic ScenariosPersistent State
Simulations
Clinical data
FHIR R4HL7v2Registries
Admin & payer systems
Payer PortalsPBMsSFTPFax
Communication
VoiceIVR

Go from demo to production in weeks

Sandbox environments on-demand. No waiting for EHR access, portal credentials, or IT approvals.

Find the failures that demos hide

Hundreds of realistic synthetic patients. Deterministic scenarios for the edge cases only production reveals.

Run your full test and eval suite in minutes

Multiple isolated sandbox instances in parallel. Same input, same output, every time.

Deploy with evidence

Documented pass rates, failure modes, and population coverage for your governance committee.

Contact

We work with healthcare AI companies and health system IT teams to test AI agents before deployment.