The Platform
AI that finds costly errors in your medical bills before you pay.
Clarify examines medical bills before payment, identifying discrepancies, validating what should be paid, and giving your team the evidence and workflows to resolve errors quickly.
Clarify Intelligence
See Clarify intelligence in action.
Clarify AI examines each medical bill, brings together the evidence to distinguish potential discrepancies from what should be paid, and supports the resolution workflow — turning what it learns into actionable intelligence for your team.
- What Learn identifies feeds back into what Detect looks for.
Claim in process
Detect · Detect





- Claim lines parsed
- Coding anomaly flagged
- Pricing variance noted
Complex cases remain open to expert review rather than being blindly automated.
Shared evidence context · Inherits prior evidence
Coordinated handoffs · Documentation attached
Accumulated knowledge · Outcomes sharpen detection
Employer-Level Intelligence
From billing intelligence to financial impact.
Clarify transforms complex billing data into a clear financial roadmap. Instantly track what we identified, how much was saved, and exactly where to take action to cut future costs.
Identify
Identify billing overcharges before they are paid
Understand
See where savings, billing patterns, provider pricing and financial exposure are concentrated.
Take Action
Turn those findings into specific, actionable opportunities for the plan.



Built for Healthcare Payment Integrity
AI is only as trustworthy as the evidence behind it.
Every discrepancy Clarify identifies is fully traceable to the exact contract rules, clinical context, and source documentation that triggered it.
Healthcare-Specific Intelligence
Purpose-built around medical billing, coding, pricing and reimbursement complexity.
Clinical Validation
Clinical expertise helps distinguish meaningful discrepancies from statistical anomalies.
Explainable Findings
Every confirmed discrepancy includes the reasoning and evidence behind it.
Human Oversight
Complex findings can be escalated for expert review rather than blindly automated.
SECURITY & TRUST
Built for healthcare-grade security and trust.
We embed strict privacy, security, and accountability into the very architecture of Clarify. Our platform is built from the ground up to protect highly sensitive healthcare and billing data, meeting the industry's most stringent compliance standards.
Data protection
Sensitive healthcare and billing data is protected throughout the platform.
Access control
Access is governed according to role and business need.
Auditability
Actions and findings remain traceable and explainable.
Bring clarity to every healthcare dollar.
See how Clarify AI helps self-insured employers identify costly medical billing errors before claims are paid.
