Scale GenAI Without Compromising Patient Safety Or Regulatory Controls.
Healthcare AI fails in ways general-purpose guardrails weren't built to catch. Alice gives your teams the controls and evidence to govern it responsibly before failures reach patients.
AI Failures In Healthcare Have Consequences Beyond the System.
GenAI is already embedded in the workflows that drive care delivery, patient outcomes, and financial operations. When those systems fail, it shows up in care.
Clinical Documentation Support
Catch documentation errors before they enter the clinical record. Surface the hallucinations, omissions, and protocol deviations that general guardrails miss, and build the audit trail your compliance team can stand behind.
Patient Communication
Patient-facing AI can operate without a clinician in the loop. Identify unsafe guidance, PHI exposure, and inconsistent instructions before they reach the people your organization is responsible for.
Administrative Automation
Administrative workflows run at volume and at speed. Surface errors in referrals, authorizations, and scheduling decisions before they compound downstream.
Billing Code Assistance
Billing AI trained on flawed or manipulated clinical documentation compounds errors at scale. Validate model outputs before they drive coding decisions, and monitor for drift as documentation patterns change.
We've seen the worst.
So your patients don't have to.
Rabbit Hole is the adversarial engine behind WonderSuite. Built on a decade of global trust and safety research and billions of real-world deceptive and manipulative samples, instead of only synthetic benchmarks, so that you so you can launch clinical AI with confidence that your system has been tested against the threats it will actually face, not the ones someone imagined in a lab.
One Platform. Every Lifecycle Stage.
Built For Industry Regulations and Frameworks.
HIPPA
HIPPA's Technical Safeguard requirements apply to every AI system that processes or transmits PHI. WonderFence redacts PHI at the interaction layer and logs every interaction. WonderBuild validates boundary controls before launch. WonderCheck monitors for exposure drift as models change.
ACA
Section 1557 requires equitable access to healthcare programs, including AI-driven care delivery. WonderFence monitors patient-facing AI across 100+ languages, ensuring consistent behavior regardless of how patients communicate. WonderCheck detects performance drift across demographic and linguistic segments as models evolve.
HITECH
HITECH extends HIPAA's enforcement to electronic PHI and ties penalty severity to the strength of your safeguards. WonderFence detects and redacts ePHI at the interaction layer and logs every interaction for an audit trail that demonstrates reasonable controls are in place.
Your Frameworks and Policies
Upload any internal or regulatory policy directly into WonderSuite and enforce it across your full AI lifecycle, giving your institution the flexibility to maintain compliance with virtually any framework or regulation.
Why Healthcare Providers Choose Alice.
AI in healthcare carries obligations that generic safety tools weren't built to meet. WonderSuite gives your institution the controls, evidence, and lifecycle coverage that regulators, examiners, and audit committees actually expect. Here are some other reasons why Alice is right for you.
Clinical Output Integrity
Detect unsafe guidance, hallucinated diagnoses, and protocol deviations before they reach care teams or patients.
PHI Protection at the Interaction Layer
Identify and redact protected health information in real time across every patient-facing and internal AI interaction.
Regulatory Evidence on Demand
Generate the audit trails and evidentiary logs your compliance team needs for HIPAA, the EU AI Act, and NIST AI RMF — built into every interaction from day one.
Pre-Deployment Clinical Validation
Red team clinical AI before launch against healthcare-specific adversarial scenarios. Know what fails before patients encounter it.
Production Drift Detection
Monitor how clinical AI behavior changes after model updates and prompt changes. Catch regressions before they affect care delivery or trigger a regulatory finding.
Flexible Deployment
Meet data residency, security, and compliance requirements without slowing clinical AI rollout. Deploy on-premises or in the cloud, whichever your institution requires.
Questions Healthcare Teams Ask Us
Do our existing platform guardrails cover us for HIPAA compliance?
Platform guardrails don't generate HIPAA audit evidence or enforce institution-specific PHI controls. WonderFence logs every interaction and enforces customizable policies at the interaction layer — built for what regulators actually require.
How do we validate clinical AI before go-live without slowing down our deployment timeline?
WonderBuild integrates into existing CI/CD workflows and returns prioritized findings against your specific clinical use cases so your team knows what to fix before launch, not after.
What happens to our compliance posture when the model gets updated?
WonderCheck supports ongoing adversarial evaluations at scheduled intervals, catching behavioral drift and PHI exposure regressions as models change. Your compliance posture doesn't reset after every update.
Who owns AI governance when it sits across clinical, IT, and compliance teams?
WonderSuite surfaces prioritized clinical risk findings for product teams, evidentiary logs for compliance, and lifecycle-wide visibility for the CISO. So, governance doesn't have to live in one place to work.
Implement Real-Time AI Governance.
See how WonderSuite brings together clinical stress testing, real-time PHI protection, and production evaluation.
See WonderSuite in Action