Zohair AI drafts patient messages in each clinician's authentic voice — then enforces your clinic's communication standards before anything sends.
Pajama Time has become a documented burden at every major health system. The volume of patient portal messages has grown dramatically as health systems expanded digital access, and clinicians inherited this responsibility without the infrastructure to handle it at scale. Generic AI tools reduce time but create new risks: messages that don't sound like the clinician, responses that miss institutional requirements, and a supervised-model problem that existing platforms simply haven't solved.
"The interface between doctor and patient — the message — has been automated without being personalized. Patients can tell the difference."
Zohair AI indexes your last 6–12 months of sent patient messages. No fine-tuning. No waiting. It extracts your formality register, sentence rhythm, sign-off patterns, and clinical communication style within days of onboarding.
Your compliance officer defines non-negotiable elements: required disclaimers, escalation language, reading-grade caps, and topic guardrails. The governor layer applies these automatically — on top of, not instead of, the clinician's voice.
Every draft surfaces for clinician review before it sends. Supervised by design. The AI saves time; the clinician maintains authority. This architecture is the reason our severe-harm rate stays below 1%.
Thank you for reaching out to our healthcare portal. We have received your inquiry regarding your current medication and associated symptoms. Headaches can be associated with many different pharmaceutical compounds and may vary in severity and duration across individual patients. We recommend that you monitor your symptoms and contact our clinical team if symptoms persist or worsen beyond a reasonable timeframe. Our standard protocol involves a follow-up evaluation within the next scheduled appointment window. Please consult with your healthcare provider for further guidance regarding your specific treatment plan and personal medical history.
Hi Sarah — completely understandable concern. Headaches in the first week are a common adjustment response to this class of medication, and I've seen this pattern before. Track frequency and intensity over the next 5 days. If they're worsening or you notice any vision changes, call us right away — don't wait for the portal. Otherwise, we'll take a closer look at your follow-up Thursday.
✓ Dr. Patel's style · ✓ Firm standards · 6th grade reading levelMessages needed to build a convincing voice model (Panza, arXiv 2407.10994, Nicolicioiu et al.)
Severe-harm rate when AI sends without clinician review — the exact problem our supervised architecture solves (Lancet Digital Health, Chen et al., 2024)
Draft acceptance rate in production deployment of AI-assisted message drafting (tertiary hospital cohort, 2025)
MAUVE style-fidelity score target — the benchmark for when a draft genuinely sounds like the target author
Evaluation framework based on HAICEF (Goodday et al., JMIR AI, 2025) · CG-CAHPS communication subscale · Clinical BERTScore (arXiv 2303.05737)
Business Associate Agreement included with every deployment. PHI never used for model training.
Third-party audit underway. Full report available under NDA to enterprise prospects.
Deployed on existing HIPAA-compliant messaging infrastructure. No new data pipes required.
Satisfies FDA January 2026 Final CDS Guidance for non-device clinical decision support. Clinician remains the decision-maker.
Proactive outreach is not available in this version. Zohair AI is reactive only, by design.
We're accepting applications from practices on Epic, athenahealth, or Oracle Health Millennium. Priority given to multi-physician groups where portal message volume exceeds 500/week.
No commitment. We'll respond within 3 business days.
Application received. We'll be in touch within 3 business days.