Performance

The claims Q makes are not theoretical. They are measured. 

Before Q enters a production environment, the question every clinical leader, compliance officer, and procurement team asks is the same: how do we know it is safe? How do we know it works? The answer is not a case study. It is not a reference call. It is data — structured, measured, and independently verifiable across every dimension that matters in a clinical context.

The Assessment

Q's production system has been human-audited across a 90-day window of live interactions — measured against the same clinical standards used to evaluate human clinicians. Not a controlled study. Not a curated sample. Production data, from real workflows, across real organizations.

The benchmark was the human clinician. In every category, Q met or exceeded it.

The full methodology, scoring criteria, and results are documented in the performance validation paper — including how each dimension was measured, what the auditors evaluated, and what the numbers mean in a production clinical context. The data is there. The work is there. The conclusion holds.

99.96%

Clinical Accuracy

Measured against validated clinical protocols across 25 workflow types. Not pattern matching. Not keyword recognition. Clinical reasoning held to the same standard as a trained clinician — across every workflow, every interaction, every time. 

 

98.7%

Empathy Pass Rate

The people on the other end of a Q interaction are not tolerating automation. They describe it as speaking with a nurse. That is not an efficiency story. That is a quality story — and it is what makes AI-driven engagement viable at scale across any population. 

 

98.4%

No Harm Rate 

 

 At every clinical boundary, mandatory escalation protocols executed. Every case flagged, handoff completed, none left without oversight. Where detection was hardest, Q still caught 97 out of 100 genuine safety signals — with the audit layer catching the rest. 

70.8%

Care Delivery

End-to-end completion of the task. This denominator includes individuals who were unreachable, declined engagement, or ended the interaction early. Among those who engaged, completion is higher. The trajectory improves with every campaign cycle. 

 

98.4% clinical safety. 98.7% empathy. 2.23 seconds. 

Safety Result

The 99.8% zero-harm clinical safety score is the number that opens the door — because it answers the question every clinical leader and compliance officer is actually asking before they will consider any AI system in a patient-facing context.

Q's governance architecture does not simply detect risk. It acts. Mandatory escalation is not a fallback. It is a design principle. Human judgment at clinical boundaries is not optional — it is the infrastructure that makes everything else possible.

safety graphic 3

Satisfaction Result

The 98.7% empathy pass rate may be the most telling number in the assessment. The people interacting with Q are not rating it as acceptable automation. They describe it as speaking with a nurse. That is not an efficiency story. That is a quality story — and it is what makes Clinical Process Outsourcing viable at scale. 

patient satisfaction

 The Architecture Behind the Numbers 

These results are not the product of a narrowly trained vertical model optimized for benchmark performance. They are the product of a foundation-first architecture — frontier models handling the conversation, clinical governance agents running in parallel to manage safety detection, variable extraction, and compliance enforcement. The audit surface is narrow by design. The improvement is automatic and continuous. Every interaction makes the system better.


Purpose-built vertical models are frozen at the boundaries of their training. Q improves beyond them, automatically, continuously, without requiring retraining or reconfiguration. The longer Q runs inside an organization, the better it gets at running that organization.

 3,606 interactions. Six dimensions. One conclusion:

when the system is built correctly, the people inside it (and the people depending on it) can finally feel the difference. 

Meet Q

The numbers describe the system. The video is the system. Watch a physician walk through a real Q interaction — then let us show you what the data looks like running inside your organization.

Q is your workforce. Infinitely scalable. Always on. 

 

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