The complete AI platform for digital health operations.
Qevarynth AI is a unified operating platform that connects over your existing EHR to manage your entire care flow. It automates patient intake, clinical triage, care documentation, prior authorizations, and billing in one place — eliminating operational delays so patients receive timely care and claims get approved the first time.
Your entire care operation live on one unified dashboard.
Qevarynth AI connects across your EHR, triage, and billing systems to give leadership complete real-time visibility. It tracks active patient episodes, monitors response SLAs, and forecasts incoming volume—empowering your team to resolve bottlenecks early and keep care moving smoothly.
app.qevarynth.ai/dashboard
Qevarynth AI — Dashboard showing active episodes, triage SLA, operational flow forecast and the AI operations brief
Proven Business Impact & ROIHealthcare Services Benchmark
1,240Next week · +8.4%
Active Episodes
Rolls up live patient episodes across intake, triage, care, and revenue with a forecast of 1,310 so operations can staff ahead of incoming volume.
93.6%Fewer SLA breaches
Triage SLA Hit
Tracks clinical requests inside their SLA window, up 2.1 pts this week, while isolating 18 at-risk cases before response timers expire.
87.4%Higher adherence
Care Completion
Monitors care plan milestones, vitals streams, and follow-ups between visits, driving adherence up 4.8 pts toward an 89.1% forecast.
96.2%Zero billing rework
Clean Claims
Pre-scrubs claims against payer policies and authorization records, holding just 42 for quick review and preventing costly denials.
The Nestack healthcare suite
Built for every corner of modern healthcare.
Healthcare moves differently in every care setting, with unique clinical teams, patient journeys, documentation standards, and regulatory frameworks. Your intelligence platform should be purpose-built to work the way your care specialty operates.
A unified operating layer for your entire care journey. Each module works seamlessly in the codes, payers, and specialties your team already lives in.
app.qevarynth.ai/intake
Qevarynth AI — Patient Intake dashboard with document inspector, identity matching, and readiness queues
Patient Access & Onboarding
Patient Intake
Complete, error-free patient charts ready before the appointment begins.
Patient Intake acts as your digital front door, reading incoming forms, referrals, and cards. It extracts demographics, matches patient charts, and flags missing files in live queues so clinicians have complete records before visits.
Directing urgent patient requests to the right clinician within minutes.
Clinical Triage sorts incoming patient inquiries by evaluating symptom urgency in real time. It routes cases to the right clinician through an SLA-tracked board with instant alerts, cutting wait times and preventing missed emergencies.
✓Real-Time Acuity Scoring✓SLA-Tracked Care Team Boards✓Automated Physician Escalations
app.qevarynth.ai/triage
Qevarynth AI — Clinical Triage dashboard with routing board, acuity score, and SLA tracking
app.qevarynth.ai/care-delivery
Qevarynth AI — Care Delivery workspace with pre-visit briefing, note drafts, and orders
Point-of-Care Workspace
Care Delivery
Focused patient visits with instant briefings and one-click charting.
Care Delivery provides a smart workspace that briefs clinicians on patient history and labs before visits. It drafts structured clinical notes and suggests orders for one-click review, saving providers hours of after-hours charting.
✓Longitudinal Patient Briefings✓Ambient Note Drafting & Gap Checks✓One-Click Sign & Order Release
Payer Policy & Approvals
Coverage & Authorization
Faster prior-authorization approvals backed by automated chart evidence.
Coverage & Authorization checks payer rules directly against medical charts. It packages required clinical evidence, submits prior authorizations, and monitors live approval statuses, cutting turnaround from weeks to days.
Qevarynth AI — Coverage & Authorization pipeline with payer requirements and submission tracking
app.qevarynth.ai/care-management
Qevarynth AI — Care Management board with vitals monitoring, patient signals, and closed-loop actions
Longitudinal Recovery & Oversight
Care Management
Continuous health tracking that catches complications before they escalate.
Care Management tracks vitals and recovery check-ins between appointments. When health signals decline, it triggers early intervention alerts on a unified board, helping navigators coordinate outreach and prevent readmissions.
Clean claims on the first pass with pre-bill error detection.
Revenue Cycle checks clinical notes against billing and diagnosis codes before submission. It flags coding errors and unlinked authorizations on a prioritized review matrix, maximizing clean-claim rates and eliminating costly rework.
Qevarynth AI — Revenue Cycle matrix with claim checks, coding validation, and payment variance
app.qevarynth.ai/quality
Qevarynth AI — Quality & Compliance evidence trace with policy verification and decision audit trails
Governance & Audit Readiness
Quality & Compliance
Complete clinical transparency with continuous, audit-ready governance.
Quality & Compliance logs every clinical recommendation, automated action, and provider approval. It verifies workflows against HIPAA and safety standards with interactive traces, keeping all AI actions transparent, safe, and audit-ready.
A continuous operational flow that automates paperwork, briefs clinicians, and secures reimbursement without adding administrative burden.
Every step syncs directly with your EHR in real time, so patient data flows smoothly from the first message to final claim reimbursement.
01
Patient Intake & Clinical Triage
Incoming forms, referrals, and patient messages are automatically ingested, verified, and matched to charts. Symptom urgency is evaluated in real time, routing acute requests to clinicians within SLA windows.
02
Care Delivery & Note Drafting
Clinicians receive a pre-visit longitudinal briefing covering medical history, vitals, and recent labs. During visits, AI assists with structured note drafts and suggested orders for one-click clinician review.
03
Prior Authorization & Coverage Check
Payer requirements are cross-referenced directly against medical chart evidence. Complete prior-authorization packets are compiled, submitted, and tracked through approval or automated appeal.
04
Care Management & Clean Billing
Patient vitals and recovery check-ins are monitored between visits to trigger proactive outreach. Simultaneously, outgoing claims are pre-scrubbed against clinical documentation to prevent denials.
Built to support your team in real clinical operations
Seamless handoffs, complete chart transparency, and automated safeguards that keep daily care running smoothly.
Built on native healthcare standards
Every intake record, care plan, authorization packet, and claim is formatted in FHIR R4, ICD-10, and CPT standards—ensuring zero data remapping across your existing EHR and billing systems.
Protects response times at every transition
Intelligent timers track patient inquiry SLAs, urgent triage escalations, and payer authorization deadlines, ensuring no critical request slips through during busy shifts.
Transparent AI with complete clinical oversight
Every extracted field, triage recommendation, and pre-bill code check displays its confidence score and chart evidence, keeping your clinical and billing teams in total control.
Traditional SaaS vs Qevarynth AI
Don’t settle for the AI your software chose.
Most platforms ship one model and you work inside its limits. Qevarynth AI puts an orchestration layer between the document and the model, so every step of a customer file runs on the intelligence that suits it.
Traditional SaaS
Built-in AI
One model, one pass, and no step you can point somewhere else.
You work within its limits.
Qevarynth AI · Routed care flow
01
Read the scanned referral pack
Layout-aware OCR holds the clinical checkboxes, lab tables, and title blocks that a general model flattens into prose.
MMistralDocument AI / OCR
02
Sort every page & clinical note
A fine-tuned classifier separates doctor progress notes, lab orders, and discharge summaries page by page, at a fraction of frontier cost.
HFHugging FaceInference Providers
03
Read the whole chart in one pass
Long context holds the entire multi-year clinical episode, so an allergy documented in 2021 still guards the prescription written today.
GGeminiGemini API
04
Extract into your FHIR R4 schema
Constrained decoding against a strict schema, so the record never lands malformed in Epic, Cerner or Athenahealth.
AIOpenAIResponses API
05
Draft the prior auth medical necessity note
Holds structure across complex indications and cites the exact physician chart line behind every clinical justification.
AClaudeAnthropic Messages API
06
Score every field, flag what is weak
Cheap enough to score all 184 fields twice and compare the runs — which is the only reason the flags are worth trusting.
DSDeepSeekDeepSeek API
07
Match indications to MCG & LCD guidelines
Fuzzy policy matching is a retrieval problem, not a generation one — embeddings and a reranker beat a chat model outright.
CCohereRerank + Embed
08
Redact PHI before it leaves
A small open-weight model runs inside your own VPC, so regulated HIPAA data is masked before any external API ever sees it.
LLlamaSelf-hosted in your VPC
One structured clinical file184 fields · 98.4% mean confidence · 0 held for review
Note: Model and product names are trademarks of their respective owners, used here to describe what runs where. Routing is configurable per workflow — no endorsement or partnership is implied.
Compliance
Built to the rules you are already held to
Digital health runs on records that have to be exactly right. Qevarynth AI is designed around the regimes below — here is what it supports, and what each one actually covers.
HIPAA
Health Insurance Portability and Accountability Act — Privacy & Security Rules (45 CFR Parts 160 & 164)
Protects patient health information across intake, triage and care records; Qevarynth enforces PHI safeguards, role-based access and end-to-end audit logs on every read and write.
HL7 FHIR R4
HL7 Fast Healthcare Interoperability Resources, Release 4
The US standard for exchanging Patient, Encounter and Observation records; Qevarynth speaks native FHIR R4 so intake, care and coverage data flow cleanly to your EHRs.
Note: These are standards the platform is built to support inside your workflows — obligations that fall on you as the licensee. They are not certifications held by us, and support in the product is not a substitute for your own counsel or compliance officer.
Add-ons
Add the hardware your workflow needs.
Most of what Qevarynth AI reads still starts on paper, on someone’s desk or at the bedside. These are standard peripherals, not our own hardware — we enrol them against your workspace so each one streams into the module that already handles its output.
Sheet-fed clinical document & card scanner
Drop patient IDs, driver licenses, and commercial or Medicaid insurance cards straight into the feeder. Both sides are scanned in one pass and sent directly to the document intake queue for OCR, field extraction, and instant FHIR coverage verification — no blurry smartphone photos.
FeedsPatient Intake & Coverage Verification
2D medical barcode and specimen reader
A handheld antimicrobial imager for the 2D DataMatrix and GS1 barcodes printed on specimen vials, lab requisition sheets, and patient hospital wristbands. One scan verifies patient identity and links specimen chain of custody instead of manual alphanumeric typing.
FeedsClinical Triage & Lab Reconciliation
Cellular & BLE clinical vitals diagnostic hub
A hospital-grade telemetry gateway that pairs seamlessly over Bluetooth with home and clinic peripherals — blood pressure cuffs, pulse oximeters, and glucometers — streaming biometric readings onto the care coordinator dashboard with automated threshold alerting.
FeedsCare Delivery & Remote Patient Monitoring
Medical pan-tilt-zoom telehealth exam camera
A motorized HD examination camera mounted on consultation room articulating arms or mobile carts. Enables remote specialists to control pan, tilt, and optical zoom directly from the video session to inspect incisions and physical indicators.
FeedsCare Delivery & Telehealth Consultations
Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.
Connectivity
Your whole stack, connected.
Epic Systems, Cerner, Athenahealth, Salesforce Health Cloud, Snowflake — and the rest of what your digital health operation already runs on. 24 integrations across the 7 modules of a care episode, every one of them reading the tool’s own public API.
Epic SystemsOracle Health / CernerAthenahealthChange HealthcareSalesforce Health CloudVeeva VaultTwilio HIPAA SMSSendGridVonage TelehealthSlack Care HuddlesMicrosoft TeamsSnowflake Health DataEpic SystemsOracle Health / CernerAthenahealthChange HealthcareSalesforce Health CloudVeeva VaultTwilio HIPAA SMSSendGridVonage TelehealthSlack Care HuddlesMicrosoft TeamsSnowflake Health DataEpic SystemsOracle Health / CernerAthenahealthChange HealthcareSalesforce Health CloudVeeva VaultTwilio HIPAA SMSSendGridVonage TelehealthSlack Care HuddlesMicrosoft TeamsSnowflake Health DataEpic SystemsOracle Health / CernerAthenahealthChange HealthcareSalesforce Health CloudVeeva VaultTwilio HIPAA SMSSendGridVonage TelehealthSlack Care HuddlesMicrosoft TeamsSnowflake Health Data
AWS HealthLakeGoogle BigQueryDatabricksJira SoftwareLinearHubSpot CRMAvaility ClearinghouseDocuSign Life SciencesAzure Health DataTableauPower BIZapierAWS HealthLakeGoogle BigQueryDatabricksJira SoftwareLinearHubSpot CRMAvaility ClearinghouseDocuSign Life SciencesAzure Health DataTableauPower BIZapierAWS HealthLakeGoogle BigQueryDatabricksJira SoftwareLinearHubSpot CRMAvaility ClearinghouseDocuSign Life SciencesAzure Health DataTableauPower BIZapierAWS HealthLakeGoogle BigQueryDatabricksJira SoftwareLinearHubSpot CRMAvaility ClearinghouseDocuSign Life SciencesAzure Health DataTableauPower BIZapier
Qevarynth AI integrations
EHR & Clinical Systems — Patient & Encounter Records
Epic Systems, via Epic on FHIR API
Oracle Health / Cerner, via Millennium FHIR R4 API
Athenahealth, via AthenaOne REST API
Change Healthcare, via EDI 270/278/837 Clearinghouse APIs
CRM & Patient Data — Care Coordination
Salesforce Health Cloud, via Health Cloud REST API
Veeva Systems, via Veeva Vault REST API
HubSpot, via HubSpot CRM v3 API
Communication — Secure Messaging & Telehealth
Twilio, via Programmable SMS & Voice API
SendGrid, via Mail Send v3 API
Vonage, via Video Client SDK
Productivity & Work Management — Team Huddles
Slack, via Slack Bolt API & Webhooks
Microsoft Teams, via Microsoft Graph API
Jira Software, via Atlassian REST API
Linear, via Linear GraphQL API
Data & Analytics — Longitudinal Outcomes
Snowflake, via Healthcare Data Cloud SQL API
Databricks, via Lakehouse Delta Sharing API
Google Cloud BigQuery, via Storage Write API
AWS HealthLake, via FHIR REST API
Cloud & Infrastructure — Enterprise Deployment
AWS, via EventBridge & CloudWatch APIs
Microsoft Azure, via Azure Health Data Services
Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied.
Pricing
Simple, transparent pricing
One flat monthly price for the whole platform. No per-seat maths, no tiers to decode, nothing switched off behind a plan name.
Flat monthly · every module included
Full platform
Everything Qevarynth AI does, for your whole digital health operation — every site, every specialty, every payer.
Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.
Talk to us and we’ll tailor the rollout to your sites and specialties.
Onboarding
What your onboarding fee covers
A one-time setup that gets Qevarynth AI running against your real care flow before your first billing cycle — we import your patient panel, care programs and payer rules, connect your EHR and clearinghouse, and tune every module to how your sites triage, authorize and bill. Each fee below is a starting point: we scope the final onboarding once we understand your environment, security and compliance needs, integrations, data volume and deployment model.
Essential
$1,000+one-time
Kickoff call and go-live plan scoped to your sites, specialties and payers
Qevarynth workspace provisioning with admin, clinician and biller accounts
Import of your active patient panel, care programs and intake sources
Clinical Triage tuned to your SLA windows, specialties and routing rules
Payer requirements and policy references loaded for Coverage & Authorization
Roles and site-level permissions set for your first users
Live-readiness check across intake, triage, authorization and claims
Onboarding handbook and self-serve help for care ops and revenue-cycle teams
Plus
Most teams
$2,500+one-time
Everything in Essential, plus:
Guided migration of historical encounters, care plans and claims, with validation
Two FHIR / HL7 integrations with your EHR, clearinghouse or care-management system
Custom note templates, care-plan protocols and prior-auth packets configured
Live training for care ops, clinicians and billers, with a recording
Dedicated onboarding specialist through your first triage and billing cycle
Enterprise
$5,000+one-time
Everything in Plus, plus:
Multi-site rollout plan across every clinic, service line and payer
Bespoke payer and clearinghouse integrations with API / SSO configuration
Bulk migration of legacy records, claims and audit trails with reconciliation
Role-based training tracks for operations, clinical, revenue-cycle and quality teams
Named onboarding manager with a defined go-live date and post-launch tuning
Two ways to run Qevarynth AI
Same platform, same recurring subscription either way — only where it runs changes.
Cloud (SaaS)
Runs in Nestack’s managed cloud — the fastest way to go live, with hosting, updates and the operations infrastructure handled for you. No servers to stand up before your first triage cycle.
Private / self-hosted
The same platform deployed inside your own infrastructure — your cloud, VPC or on-prem — for teams handling PHI, prior authorization and claims. Patient, clinical and billing data never leaves your environment, and the recurring subscription stays the same.
Sister platform — Nestack Agent Care
Your Healthcare Services AI agents, run like production systems.
Telemetry, evaluations, guardrails, human review, and a crew on call when one of them starts drifting at 3am.
Pinned to the Healthcare Services agent playbook — not a generic agent checklist.
Common questions
Your questions, answered
The things digital health teams ask us before they get started.
1.How much does Qevarynth AI cost, and what is included?
Qevarynth AI uses one monthly subscription for the full platform rather than charging separately for each workflow. Pricing currently starts at $200/month, with Patient Intake, Clinical Triage, Care Delivery, Coverage & Authorization, Care Management, Revenue Cycle, and Quality & Compliance included. Your final cost depends on deployment, integrations, data volume, and rollout scope.
2.Will we need to replace our EHR, clearinghouse, or existing care systems?
No rip-and-replace is required. Qevarynth is designed to sit alongside the systems your teams already use and connect through supported healthcare integrations such as FHIR/HL7 and payer or clearinghouse APIs. We scope the integrations first so you know what can connect, what needs configuration, and what should stay in your existing system before you commit to rollout.
3.What does implementation cost, and what are we paying for during onboarding?
Onboarding is separate from the recurring subscription because every digital-health operation has a different EHR, payer mix, routing logic, security model, and migration requirement. Current starting points are $1,000+ for Essential, $2,500+ for Plus, and $5,000+ for Enterprise. The final scope is agreed after reviewing your systems, integrations, sites, specialties, data volume, and deployment requirements—so there are no surprise implementation promises later.
4.How will we know whether Qevarynth AI is actually creating value?
We measure Qevarynth against the operational problems your team already watches: triage SLA performance, authorization exceptions, care-plan completion, claim quality, denial causes, and manual review volume. The goal is not to sell you an abstract AI score—it is to show whether work is moving faster, fewer cases are falling through gaps, and staff are spending less time rebuilding queues and chasing missing information.
5.What happens if the AI gets something wrong or does not match our workflow?
Qevarynth is designed as decision support and workflow automation, not uncontrolled autonomous healthcare decision-making. AI-generated extraction, routing, documentation, authorization, and claim findings expose their confidence and supporting context so your team can review, correct, override, or escalate them. During onboarding, routing rules, payer requirements, care programs, and operational thresholds are configured around your environment rather than assuming one workflow fits every customer.
6.What support do we get after we go live?
Support starts during onboarding and continues after launch. Depending on your rollout, that can include integration setup, workflow configuration, migration assistance, staff training, go-live checks, and post-launch tuning. Larger deployments can include a named onboarding manager and role-based training for clinical, operations, revenue-cycle, and quality teams.
