Healthcare payments have become too complex for conventional payment integrity approaches. Savings have plateaued, administrative costs continue to rise, and increases in autonomous coding and recovery cycles remain slow. The problem is structural: fragmented point solutions make decisions in silos, static rules generate expensive false positives, post-pay recovery happens months too late, and the scale and complexity of today’s claims are outpacing what legacy approaches can handle.
The answer isn't another point solution bolted onto a broken model. It's a fundamentally different way of executing payment integrity, built on unified intelligence that connects every payment decision, from pre-pay through recovery, into coordinated action across the entire lifecycle.
From fragmented detection to coordinated action, across every payment decision
At EXL, we connect data, clinical intelligence, coding expertise, and payment workflows into one unified execution environment. A network of specialized AI agents ingests claims, coordinates evidence across domains, makes or routes payment decisions, engages providers when needed, and learns continuously from every outcome, across both pre-pay and post-pay workflows.
EXL’s payment integrity capabilities span the complete payment integrity lifecycle, allowing flexible deployment and scale as priorities shift. Our offerings enhance areas including:
- Clinical review and coding validation
- Contract compliance and payment validation
- Fraud, waste, and abuse detection
- Medical record retrieval and intake
- Provider engagement and appeals management
- Claims intelligence and opportunity identification
- Collections and recovery management
Each capability functions on its own, but the real advantage comes from how they work together. Evidence from one domain sharpens decisions in another, creating a coordinated view no single tool can match.
This intelligence compounds over time. Every audit outcome, appeal response, and payment decision feeds back into the system, improving selection precision, sharpening clinical reasoning, and strengthening the evidence behind every finding – shifting payment integrity from a reactive function into a continuously improving operational capability.
How it works
A network of specialized AI agents, each purpose-built for a distinct role, moves through five coordinated steps. Every claim becomes a decision, an action, and a learning opportunity.
A network of specialized AI agents, each purpose-built for a distinct role, moves through five coordinated steps. Every claim becomes a decision, an action, and a learning opportunity.
Human-on-the-loop governance ensures full explainability and audit-ready traceability at every high-value decision point. It enables automation where it makes sense and human judgment where it matters most.
A better experience for providers, too
Accurate payment integrity benefits the entire health care system, but only when findings rest on clear evidence, consistent logic, and transparent communication. Provider abrasion isn't just a relationship problem. It's a cost driver.
EXL improves selection precision, automates record requests and follow-ups, and delivers consistent decision rationale grounded in clinical expertise. The result is fewer redundant touchpoints, faster responses, more defensible findings, and less friction on both sides. Valid claims move quickly, errors get caught early, and the administrative burden drops across the board.
Business outcomes that reach the bottom line
Payment integrity should do more than recover dollars. It should function as a direct lever on medical loss ratio (MLR). EXL delivers measurable results:
- Up to 50 bps annual MLR improvement
- 15–20% per member per month (PMPM) savings increase at scale
- 80% collaborative digital adoption among providers
- Fewer false positives and less provider abrasion, with evaluation times cut from weeks to minutes
- 50% increase in auditor productivity for high-yield clinical reviews
- Defensible, high-confidence outcomes built on years of clinical experience, with human-on-the-loop integration for all sensitive tasks
These aren't projections built on a single pilot. They reflect what happens when clinical intelligence, operational depth, and agentic technology work as one system.
The EXL difference
Payment integrity is shifting from reactive recovery to faster results through integrated intelligence. The plans that make that shift now will protect margin, reduce provider friction, and build a durable cost containment capability for the future of healthcare.
EXL is the only partner that combines the clinical expertise, operational depth, and compounding intelligence required to transform payment integrity into a sustained financial and strategic advantage. We bring nearly 4,000 clinical experts and roughly 10,000 data scientists and analytics experts, alongside proprietary platforms proven across top US health plans.
Schedule a 30-minute discovery call with our payment integrity team to see what coordinated intelligence looks like in action.