High-Stakes AI Behavior Testing
Independent evaluation and red teaming for AI assistants and agents in healthcare, financial services, and other high-stakes settings.
See where behavior can cause harm, when a person needs to step in, and what to fix first.
Find unsafe or unintended behavior.
Test safety and reliability in real scenarios.
Prioritize what to fix before deployment.
Draw on experience across high-stakes domains.
How We Help
Specialized evaluation and strategic support for AI used in high-stakes settings.
Healthcare & Mental Health AI Safety
Test patient-facing and clinician-support AI for unsafe advice, confusing medication guidance, inappropriate reassurance, and missed escalation across multiple turns.
Discuss testingConsumer Fintech & Financial AI Safety
Test whether AI gives overconfident financial guidance, misses signs of fraud, or reinforces risky choices when a user is under pressure.
Discuss testingHigh-Risk & Regulated AI
Evaluate how assistants and agents handle conflicting instructions, safeguard bypass attempts, tool failures, and tasks that require human approval.
Discuss testingStrategic Advisory & Mentorship
We’re available for strategic advising and mentorship for founders and leadership teams. Bring a product, governance, or growth decision you’d like to work through.
Discuss advisoryHow We Test
Start with one assistant, agent, or workflow and a decision your team needs to make.
Agree on scope
Define the intended users, system version, and the behaviors that matter most. Agree on what should trigger human review or escalation.
Test realistic interactions
Use multi-turn scenarios and adversarial probes to see what happens when information is incomplete, circumstances change, or users push past safeguards.
Prioritize the findings
Get documented examples, severity rationale, and recommendations for what to fix first. We can retest selected issues after changes.
The Unicorn Difference
Independent & Objective
We screen for conflicts, disclose related advisory roles, and draw our own conclusions.
Real-World Experience
Our co-founders bring healthcare executive leadership, nursing informatics, clinical psychology, and hands-on model testing.
Expert Network
We draw on clinical, behavioral, financial, and AI safety expertise to design tests around the people who use the system.
Practical & People-Centered
We evaluate how people may interpret and act on a response, then connect findings to practical changes in the workflow.
Ready to make your AI safer and more trustworthy?
Tell us what you’re building, who uses it, and which interactions you want tested. We can start with a focused assessment of one workflow.
Contact us