Cevi vs. Parlance

Choose Cevi if...

• Need to automate prior authorization lifecycle (detect→submit→track→appeals→denials)
• Require insurance verification and real-time sub-plan matching
• Need medication management with controlled substance and UDS compliance
• Require credentialing matrix enforcement across provider × plan × location × visit type
• Need referral lifecycle automation (detection→authorization→specialist matching→scheduling→closure)
• Need practice-specific policy automation across all operational workflows
• Seeking single unified platform for insurance, clinical, and operational workflows
• Want EHR-ready structured output flowing directly into billing and care systems
• Require patient intake, scheduling integration, and comprehensive EHR orchestration
• Need crisis detection and proactive alerts on credentials, conflicts, insurance changes
• You need to be live fast — with a platform that works with your existing systems or runs the front end directly
• Same-day go-live with full practice control, or white-glove managed service
• AI agents tested against thousands of patient personas for reliability and accuracy
• Automatic knowledge base creation from practice data, policies, and procedures
• 148+ healthcare integrations (EHRs, billing, scheduling, pharmacy, communication)
• Pre-built workflow templates for instant deployment

Choose Parlance if...

• Primary operational bottleneck is high-volume inbound call handling
• Want to reduce call center FTE (proven 50% reduction at HCA Healthcare)
• Need high caller engagement rates (87–95% self-service achievable)
• Have solid insurance operations, medication protocols, and billing processes
• Seeking rapid call routing deployment (Phase 1 live in 8 weeks)
• Need to handle routine calls automatically while freeing staff for urgent issues
• Want proven enterprise deployment (HCA, UW Medicine, Virtua Health, Hendrick Health cases)

Where Cevi continues

Cevi offers same-day go-live (no IT needed) with full practice control, or white-glove managed serviceCall transfers to scheduling → Cevi detects insurance before appointment confirmationInsurance verification triggers → benefits, deductible, auth requirements checked in real-timeAppointment scheduled → Cevi detects if prior auth is needed for planned treatmentPrior auth required → Cevi submits automatically with clinical criteria, tracks, and manages denialsVisit occurs → Cevi ensures provider is credentialed for plan/location, medication refills approved, billing submittedClaim processed → Cevi tracks status, routes denials, submits appealsCevi tests AI agents against thousands of patient personas before deploymentCevi automatically creates and maintains knowledge bases from your practice data and policies148+ healthcare integrations across EHR, billing, scheduling, pharmacy, communication platforms

Where Parlance stops

Patient calls main line → Parlance IVR determines intentIVR routes call to appropriate department or self-serve optionCaller completes self-service (appointment check, refill status) or reaches humanCall ends → Parlance's job is done

Cevi path

1. 1. Appointment created → Cevi verifies insurance, detects prior auth requirements
2. 2. Prior auth needed → Cevi submits to insurance with clinical criteria, tracks status
3. 3. Visit confirmed → Cevi ensures provider credentials active for plan/location
4. 4. Visit occurs, medication refill requested → Cevi enforces DEA protocols, pharmacy callbacks, UDS compliance
5. 5. Claim submitted → Cevi tracks status, routes denials, submits appeals with documentation

Parlance path

1. 1. Patient calls practice main line
2. 2. Parlance IVR answers, determines intent (appointment, refill, directions)
3. 3. Routes to appropriate department or self-serve
4. 4. Call completed or transferred; Parlance involvement ends

Manual inbound call routing consuming 50% of call center FTE

$200,000–$500,000+ annually in call center labor savings (depending on practice size)

Prior authorizations submitted without clinical documentation

$50,000–$250,000+ annually (depending on prior auth volume)

Claims denied due to routing errors (wrong plan, out-of-network)

$30,000–$150,000+ annually in rework and delayed cash flow

Medication refills processed without DEA compliance checks

$10,000–$50,000+ annually in denied refills and compliance violations

Credentials expired; visits paid as out-of-network

$20,000–$100,000+ annually per 50-provider group

Referrals sent but never authorized, tracked to completion, or closed

$15,000–$75,000+ annually in lost specialist coordination and care gaps

Denials processed slowly without structured reason routing

$25,000–$125,000+ annually in rework lag and cash flow delay

Sub-plan matching errors leading to multiple claim rejections

$25,000–$125,000+ annually in rejected and reworked claims

Staff time spent answering routine appointment/refill/status calls

$50,000–$200,000+ annually in labor cost avoidance

Caller frustration with legacy phone trees and maze routing

$10,000–$50,000+ annually in improved patient retention and scheduling accuracy

8 hours per day (call center staff managing IVR, routing, queue monitoring)

4 hours per day (manual submissions, tracking, follow-ups)

3 hours per day (manual denial review, categorization, resubmission routing)

2 hours per day (DEA protocols, UDS checks, pharmacy callbacks)

2.5 hours per day (manual tracking, renewal notifications, resubmissions)

5 hours per day (call center staff fielding routine calls)

Total: 24.5 hours/day of operational and call center work

Prior Authorization Lifecycle Automation

Cevi detects prior auth requirements, submits with clinical criteria, tracks status, manages denials, and routes appeals. Parlance has zero capability here.

Insurance Verification & Real-Time Sub-Plan Matching

Cevi performs real-time sub-plan intelligence, preventing claim rejections due to routing errors. Parlance does not touch insurance operations.

Medication Management with DEA Compliance

Cevi enforces controlled substance protocols, UDS intervals, and pharmacy automation with audit trails. Parlance has no medication capability.

Credentialing Monitoring & Crisis Detection

Cevi monitors credentials daily across all plans/locations, prevents out-of-network claims, alerts 60+ days before expiration. Parlance has no credentialing visibility.

Claims Denial Management & Appeals Automation

Cevi categorizes denials by reason and auto-routes to appropriate queue (resubmit vs. appeal). Parlance does not manage claims.

Referral Lifecycle Tracking & Specialist Matching

Cevi detects referrals, checks authorization, matches in-network specialists, tracks scheduling, and confirms care delivery. Parlance is call routing only.

End-to-End Operational Closure

Cevi closes entire workflows from intake through claims follow-up. Parlance closes calls; the operational work still needs doing.

EHR-Ready Structured Output & Data Integration

Cevi produces FHIR-ready data flowing directly into billing and care systems. Parlance is call-centric; no operational output.

Deployment Flexibility

Cevi works as a layer on top of your existing EHR and PM systems — or as the front-end interface for patient interactions. Either way, it's live in under a week with no IT overhead.

Same-Day Go-Live & Full Practice Control

Practices can deploy without IT involvement and go live same-day. Alternatively, add white-glove managed service for seamless implementation.

Automatic Knowledge Base Creation

Cevi builds and maintains knowledge bases directly from your practice data, policies, procedures, and workflows.

148+ Healthcare Integrations

Connects to 148+ platforms including EHRs (Epic, Cerner, Athena), billing systems, scheduling, pharmacy, communication, and more.

Inbound Call Routing & IVR Automation

Parlance handles 87–95% of routine calls via speech-enabled IVR. HCA Healthcare achieved 52% immediate call offload and handled 11M+ calls annually. Cevi has no call routing capability.

Call Center FTE Reduction

Parlance proved 50% FTE reduction at HCA Healthcare (equivalent of 45 weeks labor saved in single month). Cevi reduces operational staff workload but not call center headcount.

Enterprise Healthcare System Deployment Scale

Parlance deployed across 10 HCA hospitals, 4M+ calls at UW Medicine, strong cases at Virtua Health and Hendrick Health. Proven at health system scale.

Patient Experience & NPS Improvement

Parlance improved Virtua Health's NPS from 20 to 55 in 9 months, increased Ease of Contact by 13%, Ease of Scheduling by 29%. Speech-driven routing reduces caller frustration.

High-Volume Inbound Call Centers

If your bottleneck is call center staffing (50K+ inbound calls annually), Parlance's FTE reduction is more directly ROI-positive than Cevi's operational automation.

Legacy Phone System Modernization

If your primary goal is replacing a legacy PBX, Parlance is the right fit. Cevi is backend operations, not phone infrastructure.

Parlance Does Not Automate Insurance Operations

For organizations drowning in manual prior auth submissions, claim denials, and insurance routing, Parlance's call routing alone won't solve the operational bottleneck.

Parlance Does Not Manage Medication or Compliance

For practices with high medication refill volume and DEA compliance needs, Parlance's call routing does nothing. Manual review is still required.

Parlance Does Not Close Operational Workflows

Parlance routes the call; it doesn't handle what happens after (insurance verification, prior auth, medication refills, referral routing, claims follow-up).

Parlance Does Not Provide Operational Integration

Parlance is telephony-only. For organizations seeking to feed operational data directly into EHR, billing, and care systems, Parlance produces no structural output.

Parlance Does Not Replace Backend Process Automation

Even with 95% call offload, the remaining 5% plus all backend workflows (insurance, medication, credentialing, billing) still require automation. Cevi solves those.

Do Cevi and Parlance compete?

No. Parlance automates inbound call handling and routing. Cevi automates operational workflows (insurance, medication, credentialing, claims). They operate in different layers. Health systems with both problems deploy both.

Which should we implement first?

Depends on your biggest bottleneck. If call center FTE is your pain point, start with Parlance (8-week phased rollout). If insurance operations and claims denials are killing margins, start with Cevi (3–7 days to live). Both have proven ROI.

Can Parlance help with prior authorization?

No. Parlance is a call routing platform. It handles the call; it does not automate prior authorization, insurance verification, claims management, or medication protocols. Cevi handles those workflows.

Can Cevi reduce call center FTE?

Not directly. Cevi reduces operational staff workload across insurance, medication, and billing. For call center FTE reduction, you need Parlance (proven 50% reduction at HCA Healthcare).

Does Parlance integrate with our EHR?

Parlance has minimal EHR integration needs (appointment/scheduling sync optional). Cevi requires deeper EHR integration (reading orders, writing structured output). Cevi has pre-built connectors for major EHR vendors.

What's Parlance's proven ROI?

HCA Healthcare: 52% immediate call offload, 50% FTE reduction, 11M+ calls handled annually. UW Medicine: 84–91% self-serve rates. Virtua Health: NPS improvement from 20 to 55. Measurable call center efficiency gains.