Cevi vs Thoughtful AI

Choose Cevi if...

• Same-day go-live with full practice control, or white-glove managed service
• 148+ healthcare integrations + pre-built workflow templates
• AI agents tested on thousands of patient personas
• Automatic knowledge base from your practice data
• Patient scheduling and communications
• Insurance verification at point of service
• Prior authorization lifecycle management
• Medication refill and management workflows
• Practice policy enforcement and automation
• Crisis detection and escalation
• You need to be live fast — with a platform that works with your existing systems or runs the front end directly

Choose Thoughtful AI if...

• Specialized coding and CDI optimization
• Deep denials management and appeals
• Payment posting and reconciliation
• Complex revenue cycle analytics
• Multi-carrier eligibility verification at scale
• Claims submission and tracking
• Existing RCM-heavy operations

Where Cevi continues

Cevi starts before the patient encounter and extends through operational closure. Choose same-day deployment with no IT team, or managed for white-glove support. It answers: 'How do we efficiently handle every task a patient generates, from the moment they call to when their visit is documented and follow-up items are scheduled?' This includes scheduling, communications, insurance verification, prior auth requests, medication refills, EHR updates, and practice policy enforcement. Cevi's AI agents are tested against thousands of patient personas. We automatically build a knowledge base from your practice data and procedures. You get 148+ integrations and dozens of pre-built workflows ready to deploy immediately.

Where Thoughtful AI stops

Thoughtful AI answers the question: 'How do we get paid for the work we've done?' It automates eligibility checks, prior authorizations, coding, claims submission, payment posting, and denial management. Once a patient leaves the practice or the claim is submitted, Thoughtful AI's job is largely complete.

Cevi path

1. 1. Patient Calls → Cevi AI (trained on thousands of scenarios) schedules & verifies in real-time
2. 2. Prior Auth Lifecycle → Knowledge base routes to right insurance; AI tracks status
3. 3. Visit Completed → EHR-Ready Output; Cevi produces structured documentation
4. 4. Follow-Up Closed → Practice Policies (in your knowledge base) Enforced automatically

Thoughtful AI path

1. 1. Encounter Complete → Claim Generated
2. 2. EVA Agent → Insurance Eligibility Verified
3. 3. CAM Agent → Claim Submitted to Payer
4. 4. DAN Agent → Denial Management & Appeals

Missed appointments due to no confirmation

$500-2,000 per no-show (lost visit + staff time)

Out-of-network services due to coverage gaps

$1,000-5,000 per out-of-network claim (reduced reimbursement + collections burden)

Services delayed or denied due to missing prior auth

$2,000-10,000 per delayed authorization (lost revenue + patient friction)

Claims rejected or downcode due to missing documentation

$500-3,000 per claim error (rework + appeal cycles)

Denials not appealed or appealed late, revenue written off

$500-5,000 per unrecovered denial (direct revenue loss)

Days to cash increases; reconciliation manual and slow

$10,000-50,000 in working capital (per $1M monthly revenue)

Patients abandon prescriptions due to friction

$50-500 per abandoned refill (lost med costs + patient satisfaction)

Manual RCM tasks consuming billing staff time

$30-50/hour per staff member (direct labor savings)

Valid appeals not filed due to staff capacity

$1,000-10,000 per unrecovered appeal (direct revenue loss)

40-60 hrs/week for receptionist + appointment scheduler

15-25 hrs/week manual calls and lookups

20-35 hrs/week manual requests and callbacks

30-50 hrs/week coder + biller time

25-40 hrs/week reviewing denials and filing appeals

20-30 hrs/week manual posting and variance analysis

10-20 hrs/week handling refill requests

15-25 hrs/week managing follow-ups

Instant Deployment with Full Control

Cevi offers same-day go-live with full practice control (no IT team needed) and managed service (white-glove setup). Thoughtful AI requires 90-day implementation with IT involvement.

AI Agents Tested at Scale

Cevi's AI agents are tested against thousands of patient personas for reliability. Thoughtful AI's agents are specialized but not persona-tested at scale.

Automatic Knowledge Base Creation

Cevi auto-builds knowledge base from your practice data and procedures. This powers intelligent routing and decisions. Thoughtful AI has no knowledge base capability.

148+ Healthcare Integrations

Cevi connects to 148+ systems out of the box. Thoughtful AI requires custom integrations for each connection.

Pre-Built Workflow Templates

Cevi includes dozens of pre-built workflows ready to deploy immediately. Thoughtful AI requires custom configuration.

End-to-End Front-Office Automation

Cevi handles the complete patient workflow from call to EHR closure. Thoughtful AI is back-office only and does not touch patient-facing operations.

Prior Authorization Lifecycle

Cevi manages the full prior auth cycle: detection, submission, tracking, patient notification. Thoughtful AI's PAULA agent aids in submission but does not initiate or manage the lifecycle.

Rapid Implementation

Cevi: same-day go-live to live. Managed: 1-2 weeks. Thoughtful AI requires 90 days. For practices needing quick wins, Cevi is far superior.

EHR-Ready Structured Output

Cevi delivers clean, structured data directly into the practice's EHR. Thoughtful AI focuses on RCM data, not clinical documentation.

Medication Management

Cevi handles refill requests, pharmacy coordination, and patient notifications. Thoughtful AI is completely absent from this workflow.

Practices Without IT Teams

Cevi is explicitly designed for practices with no IT department. Choose instant deployment with full practice control. Thoughtful AI requires IT involvement for integration and ongoing support.

Patient Communication & Scheduling

Cevi manages inbound calls, scheduling, insurance verification, and outbound confirmations. Thoughtful AI does not interact with patients.

Crisis Detection & Escalation

Cevi detects high-risk situations (medication interactions, red flags) and escalates appropriately. Thoughtful AI does not perform clinical monitoring.

Specialized RCM AI Agents

Thoughtful AI's EVA, PAULA, CODY, CAM, and DAN agents are purpose-built for each RCM function. Cevi is generalist; Thoughtful AI is specialist in back-office automation.

Denial Reduction & Appeals

Thoughtful AI claims 75% denial reduction with DAN agent automating appeals. Cevi focuses on prevention, not recovery from existing denials.

Coding Optimization & CDI

Cevi does not optimize coding; Thoughtful AI's CODY agent delivers 98% first-pass accuracy and HCC capture optimization.

Higher Growth & Funding

Thoughtful AI: $20M Series A, 350% YoY growth, New Mountain Capital backing. Cevi is well-funded but Thoughtful AI shows stronger market traction in RCM.

SOC 2 Type II Certification

Thoughtful AI has SOC 2 Type II audit certification. Cevi is compliant but not independently audited at this level.

Deep Coding Optimization

Cevi does not optimize coding, CDI, or HCC capture. For practices prioritizing revenue capture through coding, Thoughtful AI's CODY agent is superior. Cevi + Thoughtful AI together is the optimal combination.

Mature RCM Practices with Legacy Systems

If your practice has sophisticated RCM workflows and tight integration with existing billing systems, Thoughtful AI's 90-day rollout and extensive customization may be better suited than Cevi's lighter-weight model.

Denial Appeal Automation

For practices with high existing denial volumes, Thoughtful AI's DAN agent is more specialized. Cevi prevents denials but does not automate appeals for existing denials.

Patient Scheduling & Appointment Management

Thoughtful AI does not handle scheduling, confirming appointments, or managing follow-ups. Cevi fully owns this domain.

Insurance Verification at Point of Service

Thoughtful AI's EVA agent works post-encounter in RCM systems. Cevi verifies insurance at scheduling, preventing out-of-network surprises before the visit occurs.

Medication Refill Management

Thoughtful AI has zero capability in medication management. Cevi handles refill requests, pharmacy coordination, and patient notifications end-to-end.

Practices with No IT Department

Thoughtful AI requires IT integration and ongoing management. Cevi is explicitly designed for IT-light practices and operates as a fully managed service.

Rapid Go-Live Timelines

Thoughtful AI's 90-day rollout is lengthy. Cevi's 1-week pilot and 2-4 week full deployment is far superior for practices needing fast value realization.

EHR-Integrated Structured Output

Thoughtful AI integrates with EHRs for billing data flow. Cevi delivers clean, structured clinical and operational data directly into the EHR system, improving data quality across the platform.

Practice Policy Enforcement

Cevi enforces practice-specific policies at the workflow level. Thoughtful AI does not interact with front-office workflows or practice rules.

Should we choose Cevi or Thoughtful AI?

Choose Cevi if you need end-to-end front-office automation (scheduling, patient calls, medication refills, prior auth lifecycle, EHR-ready output) and have minimal IT resources. Choose Thoughtful AI if your primary challenge is back-office RCM inefficiency (denials, payment posting, coding optimization) and you already have strong front-office operations. The ideal combination for many practices is Cevi + Thoughtful AI: Cevi handles front-office workflows and delivers clean data; Thoughtful AI optimizes revenue collection from that data.

How long does implementation take?

Cevi: Pilot in 1 week, full deployment in 2-4 weeks. Thoughtful AI: 90-day phased rollout. Cevi is dramatically faster and designed for rapid value realization. Thoughtful AI's longer timeline reflects the complexity of integrating with billing systems and configuring specialized RCM agents.

Does Cevi do coding and billing?

No. Cevi delivers clean, structured data to your billing system but does not optimize coding, manage claims, or post payments. Thoughtful AI specializes in exactly these functions. For comprehensive automation, combine Cevi (front-office) + Thoughtful AI (back-office RCM).

Does Thoughtful AI handle patient calls and scheduling?

No. Thoughtful AI is a back-office RCM specialist. It does not answer phones, schedule appointments, manage patient communications, or enforce practice policies. Cevi specializes in these front-office workflows.

How much staff time can we save?

Cevi saves 25-50 hrs/week in front-office labor (receptionist, scheduling, insurance verification, prior auth). Thoughtful AI saves 15-35 hrs/week in back-office RCM labor (coding, claims, denial management, payment posting). Together, they can reduce operational labor by 40-85 hrs/week depending on practice size.

What about practices with no IT department?

Cevi is explicitly designed for IT-light practices. It operates as a fully managed service and requires minimal IT involvement. Thoughtful AI requires IT support for EHR/billing system integration and ongoing management. If your practice has no IT team, Cevi is the better choice.