Cevi vs. Cedar

Choose Cevi if...

• End-to-end ambulatory workflow closure across insurance, prior auth, medication, billing
• Prior authorization lifecycle management with delay risk mitigation and denial routing
• Medication safety, refill management, pharmacy integration, and controlled substance protocols
• Credentialing matrix enforcement (provider × plan × location × visit type)
• Referral lifecycle management and specialist authorization tracking
• Practice-specific policy enforcement across multiple locations
• Rapid deployment (3-7 days) with 24-hour premium support and custom Slack channel
• 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 Cedar if...

• Patient financial engagement and billing experience optimization
• Payment collection with 35% increase in collections, 50% A/R reduction
• Pre-visit financial clearance with affordability estimation (Cedar Pre)
• Consumer-grade UX for patient payment interactions and digital payment options
• Organizations prioritizing patient experience over operational back-office
• Health systems seeking 67% digital payment adoption and reduced patient friction
• Integration with patient-facing portals and financial counseling workflows

Where Cevi continues

Cevi begins at insurance verification and continues through every pre- and during-encounter decision point: PA requirement detection, medication formulary checks, credentialing validation, referral authorization, claims accuracy. It closes operational workflows that Cedar depends on being resolved upstream.

Where Cedar stops

Cedar stops at the patient financial experience layer. It assumes insurance is verified, prior auth is obtained, medications are approved, referrals are authorized, and credentialing is complete. Cedar then optimizes the patient's payment experience and collects revenue from patient out-of-pocket amounts.

Cevi path

1. 1. Insurance Verification & Sub-Plan Match
2. 2. Prior Auth Detection & Routing with Tracking
3. 3. Medication Safety & Formulary Check
4. 4. Claims Follow-Up & Denial Routing

Cedar path

1. 1. (Insurance verification assumed)
2. 2. (Prior auth assumed obtained)
3. 3. Pre-Visit Financial Clearance
4. 4. Post-Service Payment Collection & Bad Debt Reduction

Unmanaged PA denials leading to service delays and claim rejection

$40K-60K/month per 500-provider network

Patient financial uncertainty leads to payment delays and bad debt write-offs

$20K-40K/month in patient bad debt per large practice

Claims rejected due to missing insurance details, coding errors, or coverage gaps

$25K-35K/month in FTE time and write-offs

Prescriptions denied post-fill due to formulary changes or coverage issues

$15K-20K/month in pharmacy rework and coordination

Claims rejected or written off due to expired or missing provider credentials

$50K-80K/year per large practice

Specialist visits billed without required authorization or referral closure

$20K-30K/month in lost revenue

Patients encounter unexpected costs at service delivery, reducing satisfaction and collections

$10K-20K/month in bad debt per practice

Billing calculated on wrong sub-plan rules, leading to rejects and patient disputes

$5K-15K/month in manual corrections and disputes

Front-desk or pre-visit staff manually verify insurance, check coverage, confirm plan details. ~2-3 min/patient × 200-400 patients/day = 2-3 FTE needed.

Insurance specialist manually reviews PA requirements, calls payer, tracks status. ~2-3 min/request × 50-100 requests/day = 2-5 FTE needed.

Billing staff manually handles patient payment discussions, payment plans, collections. ~5-10 min/patient × 50-100 patients/day = 2-5 FTE.

Compliance specialist tracks provider credentials for each plan, location, visit type manually. ~1-2 FTE per 50-100 providers.

Pharmacist reviews refill, checks insurance, verifies formulary, manages PA, handles callbacks. ~1-2 min/refill × 200-400 refills/day = 3-8 FTE (pharmacy).

Care coordinator manually checks referral need, calls payer, tracks approval status. ~3-4 min/referral × 100-200 referrals/day = 2-5 FTE.

Revenue cycle specialist reviews claim denials, compiles documentation, manages appeals. ~1-2 FTE per 500 claims/month.

Collections staff manually calls patients, sends statements, manages payment plans. ~5 min/account × 50-100 accounts/day = 2-5 FTE.

End-to-End Operational Closure

Cevi automates the complete encounter lifecycle: insurance verification → prior auth detection → medication safety → credentialing validation → referral tracking → claims follow-up. Cedar focuses only on the final payment step.

Prior Authorization Lifecycle Management

Cevi owns the complete PA journey: requirement detection by CPT/diagnosis, criteria matching to payer rules, submission with clinical justification, real-time tracking, delay alerts, denial management with appeals support. Cedar does not address PA.

Medication Safety & Pharmacy Integration

Cevi integrates refill classification, formulary checks, PA requirements, DEA/PDMP compliance, controlled substance protocols, UDS screening. Pharmacists focus on clinical care, not insurance calls.

Insurance Intelligence & Real-Time Verification

Cevi auto-verifies insurance against payer databases, pulls plan details, checks sub-plan rules, identifies coverage gaps and restrictions. Cedar assumes insurance verification is completed elsewhere.

Credentialing Matrix Enforcement

Cevi monitors provider × plan × location × visit type eligibility. Blocks claims if credentials missing. Prevents $50K-80K/year per practice in write-offs. Cedar does not track credentialing.

Referral Lifecycle Management

Cevi manages end-to-end referral: detection, authorization check, payer routing, tracking, closure alerts. Cedar does not address referral workflows.

Rapid Deployment & Support

Cevi deploys in 3-7 days with 24/7 support for first 30 days and custom Slack channel. Cedar deploys in 2-4 weeks with phased go-live.

Practice Policy Enforcement

Cevi enforces practice-specific policies across locations: prior auth requirements, medication restrictions, referral rules, credentialing matrices. Prevents inconsistent decisions across network.

Patient Financial Experience & Consumer UX

Cedar is purpose-built for consumer-grade patient financial interactions. Cedar Pay and Cedar Pre optimize patient payment experience, reduce friction, increase satisfaction to 95%, with 67% digital payment adoption.

Payment Collection & Bad Debt Reduction

Cedar's platform (Cedar Pay) achieves 35% increase in collections, 50% reduction in A/R days, and 15-20% reduction in patient bad debt through optimized UX and flexible payment options.

Pre-Visit Financial Clearance

Cedar Pre handles affordability estimation, financial planning, and payment setup before visit. Reduces billing surprises and payment friction at point-of-service with transparent financial communication.

Patient Engagement & Digital Communication

Cedar excels at patient financial communication: payment reminders, digital receipts, financial education. Built for patient-centric experience design with SMS, email, and portal options.

Market Validation & Venture Backing

Cedar backed by Andreessen Horowitz (a16z) with strong market presence and adoption among large health systems. Validated demand for patient financial engagement solutions.

Patient Financial Experience Optimization

Cevi is operationally focused on back-office automation. For optimized patient payment experience, consumer UX, and collections, Cedar is purpose-built and superior.

Payment Collection & Bad Debt Reduction

Cevi does not optimize patient payment collection or financial engagement. Cedar's specialized payment platform achieves 35% collection increase and 50% A/R reduction.

Patient-Facing Billing Portal

Cevi's focus is back-office operations and insurance automation. Cedar provides superior patient-facing portal with payment options, financial counseling, and digital communication.

Prior Authorization Management

Cedar does not address prior auth workflows. Practices using Cedar must maintain separate PA solutions or manual processes, risking $40K-60K/month in denial losses.

Insurance Verification & Coverage Checking

Cedar assumes insurance is pre-verified. Practices need separate tools for real-time insurance verification, sub-plan matching, and coverage validation.

Medication Management & Pharmacy Workflows

Cedar does not integrate medication refill, formulary, PA requirements, or DEA protocol management. Pharmacy workflows handled separately with manual coordination.

Credentialing & Provider Compliance

Cedar does not track provider credentials or plan eligibility. Compliance teams must manage credentialing separately, risking credential lapses and write-offs.

Referral Lifecycle Management

Cedar does not manage referral workflows. Practices must coordinate referral authorization separately, risking coordination-of-care denials and specialist scheduling delays.

Claims Accuracy & Denial Routing

Cedar focuses on patient payment side. Claims accuracy, denial routing, and appeal management handled separately by practice revenue cycle team.

Should we use both Cevi and Cedar?

Yes. They are complementary. Cevi handles upstream operational workflows (insurance, PA, medication, credentialing, referrals). Cedar optimizes the downstream patient payment experience. Together: Cevi ensures everything is verified and authorized before the encounter; Cedar ensures smooth patient financial experience during and after. A practice using both will have the most comprehensive solution and maximize collections while minimizing operational risk.

Does Cedar handle prior authorization?

No. Cedar focuses entirely on patient financial engagement and payment collection. It assumes prior authorization and insurance verification are already completed by other systems (like Cevi). Cedar does not manage PA workflows, insurance verification, or insurance-related decisions. Practices using Cedar must use separate tools for PA management.

Can Cevi handle patient payment collection?

Cevi integrates billing and claims follow-up but is not optimized for patient payment collection or patient financial experience. Cevi closes operational workflows upstream. For optimized patient payment experience and 35% collection increase, Cedar is purpose-built.

How does Cevi's insurance verification enable Cedar?

Cevi verifies insurance pre-visit and provides accurate financial estimates. This enables Cedar to present accurate copay/deductible/out-of-pocket information pre-visit, improving patient financial satisfaction and reducing payment surprises. Cedar then optimizes payment collection on that accurate financial estimate, achieving higher collections and lower bad debt.

What if we only use Cedar and not Cevi?

Cedar will optimize patient payment and reduce bad debt by 15-20%. However, you'll still need separate tools (or manual processes) to handle insurance verification, prior authorization, medication management, credentialing, and referral authorization. The risk: operational delays, claim rejections, and $40K-80K/month in preventable revenue leakage from unmanaged insurance workflows.

How does Cedar's pricing compare to Cevi?

Cedar pricing is volume-based with transaction fees on payments processed. Cevi offers success-based pricing tied to revenue impact (PA denials prevented, claims accuracy, credentialing compliance). Cedar achieves 35% collection increase and 50% A/R reduction ROI in 3-6 months. Cevi achieves 2-4 month ROI through revenue leakage prevention.