Start with billing.
Automate the rest.
Muni's AI agents handle your entire revenue cycle — starting with clean claim submission, and expanding to denial handling, eligibility checks, and beyond.
The V1 Billing Agent
Our core billing agent handles the essentials of medical coding and claim submission. Built on codeframe, our internal logic format for auditable, tunable reasoning.
Agent Workflow
Extract
Structured info from EHR or intake
Code
Select correct CPT/ICD codes
Submit
Clean claims to clearinghouse
Track
Submission & status monitoring
Resolve
Handle denials & corrections
Technical Architecture
Codeframe Logic Engine
Auditable reasoning format that shows exactly how each ICD/CPT code was selected, with confidence scores and evidence linking.
Agent Memory
Per-provider learning that improves coding accuracy over time based on payer feedback and denial patterns.
Clearinghouse Integration
Direct API connections to major clearinghouses for real-time claim submission and status tracking.
V1 Performance Metrics
Modular Agent Expansion
We're rolling out a suite of specialized agents to complete the billing stack. Each module uses the same agent architecture — modular, interoperable, and self-improving.
Eligibility Agent
Real-time insurance coverage checks via payer APIs
Prior Auth Agent
Automates authorization requests and follow-ups
Denial Loop Agent
Automatically reworks and resubmits denied claims
Payment Agent
Matches remits with expectations and flags discrepancies
Patient Billing Agent
Generates and sends statements, handles collections
Appeals Agent
Drafts and files appeals for complex denials
Modular by Design
Each agent module plugs into the same core architecture. Start with billing, add eligibility checks, expand to full RCM automation. Scale at your own pace, pay for what you use.
Autonomous RCM Platform
When complete, Muni becomes a fully autonomous billing platform — no claim left behind, no admin required. Just care → code → cash.
The Complete Stack
Platform Impact
Why This Matters
This isn't just about software — it's about fundamentally changing how healthcare practices operate and scale.
Reduce Denial Rate
AI-powered coding with 99%+ accuracy means fewer denials, faster payments, and less rework for your team.
Improve Margins
90% cost reduction in billing operations means more revenue flows to patient care instead of administrative overhead.
Scale Without Hiring
Handle 10x more claims without adding billing staff. Grow your practice, not your administrative burden.
Start with the Billing Agent
Experience zero-touch billing today. Expand to full RCM automation as we scale.