Voice AI Testing for Healthcare
From Medical Triaging to Appointment Scheduling—Test Every Patient Interaction
Ensure your medical voice agents handle critical triage decisions, protect patient data, and maintain compliance across every conversation—whether routing urgent symptoms, scheduling appointments, processing refill requests, or navigating complex multi-turn sequences.
Generate Clinical Test Scenarios Automatically
Create comprehensive test suites that cover patient interactions, medical workflows, and edge cases specific to healthcare delivery—from appointment scheduling to medication refills to insurance verification.
Generate Realistic Patient Interaction Scenarios
- Simulate patient communication patterns (anxious, elderly, non-English speakers with 65+ language support)
- Generate diverse patient personas (age groups, medical conditions, insurance types, Asian accents for diverse populations)
- Create medical edge cases (allergies, drug interactions, emergency scenarios, referral order processing)
Validate Medical Triaging & Clinical Conversations
- Test symptom assessment and triage routing—ensure patients are directed to appropriate care levels (911, urgent care, scheduled appointment)
- Simulate complete clinical conversations — from symptom intake through triage decisions
- Validate that the agent follows approved clinical protocols and triage decision trees
Ensure Stability Across Healthcare Workflows
- Simulate triage bottlenecks and after-hours surges in patient volume
- Validate continuity when EMR, scheduling, or pharmacy APIs lag or fail
- Test image and document upload workflows (referral orders, insurance cards, prior authorizations)
Test Suite Generation
Generate Clinical Test Scenarios Automatically
Create comprehensive test suites that cover patient interactions, medical workflows, and edge cases specific to healthcare delivery—from appointment scheduling to medication refills to insurance verification.
Generate Realistic Patient Interaction Scenarios
- Simulate patient communication patterns (anxious, elderly, non-English speakers with 65+ language support)
- Generate diverse patient personas (age groups, medical conditions, insurance types, Asian accents for diverse populations)
- Create medical edge cases (allergies, drug interactions, emergency scenarios, referral order processing)
Validate Medical Triaging & Clinical Conversations
- Test symptom assessment and triage routing—ensure patients are directed to appropriate care levels (911, urgent care, scheduled appointment)
- Simulate complete clinical conversations — from symptom intake through triage decisions
- Validate that the agent follows approved clinical protocols and triage decision trees
Ensure Stability Across Healthcare Workflows
- Simulate triage bottlenecks and after-hours surges in patient volume
- Validate continuity when EMR, scheduling, or pharmacy APIs lag or fail
- Test image and document upload workflows (referral orders, insurance cards, prior authorizations)
AI Voice Agent Testing
Comprehensive Healthcare Voice Agent Validation
Save hundreds of hours by automating healthcare voice agent testing across thousands of clinical scenarios to catch critical issues before they reach patients.
Prevent Medication Errors with Specialized Testing
- Test recognition of sound-alike medications (e.g., 'Xanax' vs 'Zantac', 'Celebrex' vs 'Celexa')
- Validate medication refill workflows: patient provides medication name, pharmacy, and dosage
- Track call success rates—did the patient provide all required information?
HIPAA Compliance & Patient Safety Validation
- Test PHI handling and automatic redaction of protected health information
- Verify HIPAA compliance workflows, patient consent capture, and data minimization
- Validate jailbreak detection and prompt injection prevention for patient safety
EHR Integration & Tool Call Validation
- Monitor API call success when integrating with Epic, Cerner, or practice management systems
- Validate tool calls: what was called, when it was called, if it should have been called
- Catch breaking changes from EMR updates or clinical protocol changes before they impact patients
Concurrency Load Testing
Healthcare Load Testing & Peak Volume Simulation
Simulate high-volume patient call scenarios to ensure your voice agents maintain performance during flu season, discharge surges, and appointment rushes.
Realistic test scenarios
- Simulate natural conversation patterns and customer behaviors
- Generate diverse customer personas with communication styles
- Create edge cases and challenging scenarios automatically
Multilingual testing
- Generate test cases in multiple languages and regional variations
- Test handling of code-switching and mixed language conversations
- Validate pronunciation and understanding with different accents
Noise simulation
- Simulate common background noises like traffic, crowds, or music
- Validate agent performance with varying noise levels and types
- Test noise cancellation and speech recognition in challenging conditions
Trusted by Industry Leaders
“Hamming gives us incredible peace of mind. We can confidently test and monitor all of Grove's phone calls for patient safety and quality of care.”
Sohit Gatiganti
Co-founder and CPO at Grove AI
Frequently Asked Questions
Answers to common questions teams ask when testing voice agents.
Yes. Hamming is HIPAA-compliant and will sign a Business Associate Agreement (BAA). All PHI used in testing is encrypted, access-controlled, and logged for audit purposes. We maintain SOC 2 Type II certification and provide audit-ready compliance reports.
Absolutely. Hamming includes specialized testing for sound-alike medications (e.g., 'Xanax' vs. 'Zantac', 'Celebrex' vs. 'Celexa'). We validate pronunciation variants, confirm dosages, and test disambiguation flows to prevent medication errors.
Hamming simulates realistic patient interactions that trigger EMR lookups, appointment creation, and clinical note retrieval. We validate data accuracy, handle error scenarios (EMR downtime, missing records), and measure integration latency to ensure seamless workflows.
Yes. Hamming lets you create urgent/emergency test scenarios to validate that critical symptoms are detected, severity is assessed correctly, and patients are routed to appropriate care levels (911, urgent care, scheduled appointment) based on clinical protocols.
Yes. Hamming supports multilingual testing including Spanish, Vietnamese, Mandarin, Cantonese, Tagalog, and 65+ other languages. We test accent variations common in diverse patient populations and validate medical terminology accuracy across languages.
Yes. You can create custom metrics to track call completion and success rates—for example, whether patients provided medication name, pharmacy, and other required details. These metrics can be surfaced in dashboards and exported via API or webhooks.
Hamming supports multi-turn conversation testing where you can simulate complex patient journeys—scheduling an appointment, then canceling, then rescheduling—all within a single test case. This validates that your agent maintains context throughout the conversation.
Yes. Hamming tracks what tools were called, when they were called, and whether they should have been called. This is essential for validating EHR integrations, appointment scheduling APIs, and medication refill systems connected to practice management platforms.
Related Resources
Deep-dive into best practices, guides, and insights for healthcare voice agents.
HIPAA PHI Clinical Workflow Testing Checklist
Step-by-step checklist for testing healthcare voice agent workflows.
Read article5 Failure Modes That Make Voice Agents Unsafe in Clinical Settings
Critical failure modes to test for in healthcare voice deployments.
Read articleHIPAA-Compliant Voice Agents: How to Build and Test Safely
Complete guide to building and testing HIPAA-compliant voice agents.
Read articleTesting Multi-Step Voice Agents
Strategies for testing complex multi-turn conversations and appointment workflows.
Read articleHamming vs. Retell & Vapi QA Testing
Why platform QA isn't enough—compare stress-testing and live observability.
Read articleBest Practices for AI Voice Agent Reliability
Engineering practices that improve voice agent consistency and resilience.
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