Triage patient portal messages, answer routine questions, escalate urgent concerns
Medical practices reclaim hours of lost time when AI automatically triages patient messages, handles routine questions, and instantly escalates urgent issues. This is a high-retention, workflow-critical service you can pitch to stop clinician burnout and modernize clinic operations.
The problem today
3 hours
wasted per provider every day managing messages
48 hours
average delay for routine patient responses
Dr. Marcus Webb is a managing partner at a 5-provider family medicine practice in Columbus, Ohio. He hasn't taken a full lunch break in three years because that's when he catches up on the portal messages he didn't finish triaging before his 8am patient.
01The Problem
Providers burn personal time before the first patient is seen, starting every clinical day in deficit.
Non-clinical staff cannot distinguish a scheduling request from cardiac symptoms buried in the same queue.
A patient in crisis over a holiday weekend waits until Monday, creating direct liability exposure for the practice.
The same fifteen answers get typed by hand each day, consuming hours that belong in the exam room.
Slow portal responses push patients to competitors and negative reviews, at steep per-head replacement cost.
Adding an MA absorbs significant budget without touching the structural inbox overload burning out clinicians.
02The Solution
Solution Brief
Fictional portrayal · illustrative
- Marcus starts each day with 60 unread messages before his 8am patient
- MAs triage clinical content without clinical training
- Chest pressure buried between two refill requests — no reliable flag
- 2–3 staff hours lost daily to repetitive copy-paste responses
- 60-hour liability window every weekend for urgent, unanswered messages
- Patients leave over slow responses at $200–$400 replacement cost each
- A $45K MA hire doesn't fix the structural problem — Marcus still drowns
- Inbox sorted on arrival — refills, scheduling, FAQs handled in under five minutes
- Clinical questions surface with a drafted reply ready for ten-second provider review
- Urgent flags pushed to on-call provider's phone within seconds, not hours
- System sits inside HIPAA-regulated daily operations — churn is nearly unthinkable
- Recurring compliance overhead the practice cannot own alone anchors the MSP relationship
“I used to open my portal inbox like I was defusing a bomb — just hoping nothing exploded overnight. Now I get a summary of what actually needs my attention. The other 60 messages were already handled.”
— Dr
03What the AI Actually Does
Urgency Classifier
Reads every incoming message the moment it arrives and sorts it into four lanes — routine scheduling, administrative, clinical question, or urgent concern. Urgent messages get flagged for immediate escalation before any human has opened the inbox.
Routine Response Engine
Automatically drafts and sends complete, HIPAA-compliant responses to common patient inquiries — appointment requests, office hours, insurance questions, refill status confirmations — in under five minutes, with no staff involvement required.
Clinical Draft Assistant
For messages that require a clinical answer, generates a ready-to-send response draft and places it in a clinician review queue. The provider approves or edits with a single tap before anything goes to the patient — keeping humans in the loop without making them start from a blank page.
Urgent Escalation Router
When a message contains signals of a medical emergency, mental health crisis, or time-sensitive clinical concern, the system immediately notifies the on-call provider via SMS or push alert — bypassing the inbox queue entirely and logging the escalation for compliance documentation.
04Technology Stack
Sully.ai AI Healthcare Platform (Medical Practices - Primary Recommendation)
~$79/provider/month MSP cost (Pro tier ~$1,580/mo for 20 clinicians) / Suggested resale: $129–$149/provider/month
Primary AI triage platform for medical practices. Includes AI Receptionist (inbound call handling, scheduling, FAQs), AI Nurse (intake, symptom collec…
DeepCura AI Platform (Alternative for Budget-Conscious Medical Practices)
$129/provider/month (all features included) / Suggested resale: $179–$229/provider/month
All-in-one AI platform including scribe, receptionist, billing, and triage functions. Best value for solo to mid-size practices. Includes EHR integrat…
Arini Dental AI Receptionist (Dental Practices - Primary Recommendation)
~$249/month per practice MSP cost / Suggested resale: $349–$449/month
Purpose-built dental AI receptionist with native integration to Dentrix, Eaglesoft, Open Dental, Curve, and Dentrix Ascend. Handles appointment bookin…
Klara Patient Communication Platform
Custom pricing, typically $300–$800/month per practice / Suggested resale: quote + 25% markup
Secure patient messaging hub that serves as the communication layer between patients and the AI triage system. Features two-way messaging, intelligent…
ThreoAI by Synthreo (MSP White-Label Option)
MSP partner pricing varies; typical MSP resale price $500–$2,500/client/month
White-label AI assistant platform purpose-built for MSPs. Supports GPT (Azure ZDR), Claude, Gemini, Mistral, and LLaMA models with custom domains, per…
Microsoft 365 Business Premium (with Compliance Center)
$22/user/month MSP cost / $30–$35/user/month suggested resale
Provides secure email for escalation notifications, Microsoft Teams for internal clinical escalation channels, Azure AD for SSO/MFA to AI platforms, a…
DNSFilter (DNS Security)
$1.15/user/month MSP cost / $3–$5/user/month suggested resale
DNS-layer security that prevents PHI exfiltration to unauthorized endpoints, blocks malicious domains, and provides content filtering. HIPAA-supportiv…
CRMBridge API (Dental PMS Integration Layer)
Free tier: 100K API calls/month; paid tiers from ~$50/month / Suggested resale: bundled into dental AI service
Provides a unified REST API to integrate with Dentrix, Eaglesoft, Open Dental, and 27+ dental PMS systems. HIPAA-compliant real-time patient data sync…
Compliancy Group (HIPAA Compliance Platform)
~$300–$400/month for MSP partner program / Resale: bundled into compliance service at $500/month per practice
Managed HIPAA compliance platform for generating risk assessments, managing BAAs, tracking employee training, documenting policies and procedures, and…
05Alternative Approaches
Turnkey Platform: DeepCura (Budget Medical)
$129/provider/month
Use DeepCura at $129/provider/month as the primary AI platform instead of Sully.ai. DeepCura offers all-in-one functionality including AI scribe, receptionist, billing, and triage in a single flat-rate subscription. It uses a link-based integration approach that bypasses some API complexity, and includes 12 pre-built call templates.
Strengths
- Lower per-provider cost for small practices
- All-in-one functionality in a single flat-rate subscription
- Simpler setup with link-based integration
- 12 pre-built call templates included
Tradeoffs
- Fewer modular options than Sully.ai — all features bundled rather than selectable
- Less proven at scale for larger practices
- Higher base per-provider cost than Sully.ai ($129 vs. $79), though Sully.ai scales better for larger practices
Best for: Solo practitioners or small practices (1–5 providers) who want maximum features at the lowest per-provider cost and value simplicity over customization
White-Label MSP Platform: ThreoAI by Synthreo
$500–$2,500/client/month (typical MSP resale)
Instead of reselling a third-party healthcare AI platform, build a branded AI triage service using Synthreo's ThreoAI white-label platform. ThreoAI supports multiple LLM backends (GPT via Azure ZDR, Claude, Gemini, Mistral, LLaMA), offers per-tenant configuration with zero data retention by default, and is listed on the ConnectWise Marketplace. Requires more MSP effort to configure clinical triage prompts and workflows, but creates a proprietary service offering.
Strengths
- Full control over branding, pricing, and client experience
- Supports multiple LLM backends
- Per-tenant configuration with zero data retention by default
- Listed on ConnectWise Marketplace
- Maximum flexibility and customization across multiple healthcare verticals
Tradeoffs
- Higher MSP investment in setup and ongoing management
- Significantly more complex — MSP must build triage prompts, manage LLM configurations, and handle clinical workflow design
- MSP assumes more responsibility for clinical safety of AI triage logic
Best for: MSPs that want to build a scalable, branded healthcare AI practice serving multiple clients, have AI/ML expertise on staff, and are willing to invest in a long-term service line
Microsoft Azure Healthcare Agent Service (Health Bot)
Free tier for POC; paid tiers generally $0.50–$1.00 per session
Use Microsoft's Azure Healthcare Agent Service (formerly Health Bot) as the AI triage engine. This is a cloud platform providing healthcare-specific agent instances with built-in clinical safeguards, a generative AI-powered healthcare orchestrator, and native Azure AD integration. Free tier allows 3,000 messages and 100 MCUs per month for proof-of-concept. Integrates natively with Microsoft 365 ecosystem and Azure OpenAI Service.
Strengths
- Free tier available for proof-of-concept (3,000 messages and 100 MCUs/month)
- Native integration with Microsoft 365 ecosystem and Azure OpenAI Service
- Most customizable option with access to full Azure AI services suite
- Excellent for building highly specialized triage logic
- Built-in clinical safeguards
Tradeoffs
- Highest complexity — requires Azure subscription management and custom development of triage scenarios
- Requires developer resources (not just IT configuration)
- More hands-on integration work than turnkey platforms
Best for: Practices or MSPs with Azure development capability, those wanting maximum control over the AI pipeline, or those with unique requirements not met by turnkey platforms
Communication-Layer Approach: Klara + Manual Triage Enhancement
$300–$800/month
Instead of deploying a full AI triage agent, implement Klara's patient communication platform with its intelligent message routing (non-AI rule-based triage) to improve message management without AI-generated responses. Klara routes messages to the right staff member/team based on keywords and message type, supports secure two-way messaging, and offers telemedicine integration. AI is used only for routing classification, not for generating patient-facing responses.
Strengths
- Lower total cost ($300–$800/month)
- Lower compliance risk — AI is not generating PHI-containing responses
- Much simpler deployment (2–3 weeks)
- Lower HIPAA compliance burden since no AI-generated clinical content
- Good entry point for practices wanting to start with routing automation
Tradeoffs
- Significantly less automation — staff still write all responses manually
- Time savings are 30–40% vs. 50–70% with full AI triage
- AI only helps sort and route messages, not generate responses
Best for: Risk-averse practices concerned about AI-generated clinical communications, practices in uncertain regulatory environments, or those wanting to start with routing automation and add AI response generation later as a Phase 2
Dental-Specific: TrueLark Multi-Channel
~$199/month
For dental practices that want broader channel coverage beyond portal messages, deploy TrueLark (~$199/month) instead of Arini (~$249/month). TrueLark covers phone calls, SMS, and webchat in addition to portal messages, providing a more comprehensive patient communication AI. Slightly less deep PMS integration than Arini but broader channel coverage.
Strengths
- Lower monthly cost ($199 vs. $249)
- Broader channel coverage — phone, SMS, and webchat in addition to portal messages
- Single platform covering all patient communication channels
- Similar deployment complexity to Arini
Tradeoffs
- Less specialized PMS integration than Arini's native Dentrix/Eaglesoft/Open Dental connectors
- Weaker scheduling intelligence and waitlist management compared to Arini
Best for: Dental practices that receive significant patient communication via phone and SMS in addition to portal messages and want a single platform covering all channels
Ready to build this?