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Streamlining Vendor Payments
to Prevent Leakage

AI-led claims vendor payment integrity: Reduce overpayments 
and strengthen financial controls

Download solution sheet

Revolutionizing Claims Payments with AI

Vendor payments are one of the largest sources of controllable leakage in P&C claims. Estimates, invoices, and supporting documents move through fragmented workflows, where validation is often manual and inconsistent. Controls weaken and overpayments increase.

Revolutionizing Claims Payments with AI

Sound familiar?

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Common challenges:

Overstated loss estimates without benchmarking

Duplicate invoices and repeated line items

Missed discounts and contract non-adherence

Inconsistent matching across assignment, estimate, and invoice

Reliance on post-payment audit to detect issues

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Claims vendor payment integrity

EXL embeds pre-payment validation directly into claims payment workflows.  

A coordinated set of digital agents evaluates each payment before it is released, 
validating estimates, enforcing rates and discounts, detecting duplicates, and 
confirming policy compliance. Low-risk payments move through straight-through 
processing.  Exceptions are routed for human review with full context.

Business outcomes

2–3%
Reduction in vendor payments
6–8%
Reduction in loss estimate overstatement
50–60%
Productivity improvement
70–75%
Straight-through processing
8–10x
ROI

How it works: Faster payments with stronger auditability

Intelligent intake and data extraction

<p>Invoices, estimates, emails, and documents are captured and structured automatically.</p>

Estimate validation and benchmarking

<p>Vendor estimates are compared against internal historical data and external benchmarks.</p>

Duplicate detection

<p>Payments are checked across claims and historical records to identify duplicate invoices and repeated charges.</p>

Rate and discount validation

<p>Each line item is validated against contracted rates, negotiated discounts, and pricing rules.</p>

Policy and coverage validation

<p>Payments are verified against policy terms, limits, and eligibility criteria.</p>

Exception-based human review

<p>Only anomalous cases are routed to human reviewers with a complete evidence package.</p>
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Why EXL

EXL combines deep claims domain expertise with modular, agent-based 
architecture. Insurers can deploy targeted capabilities or scale across the 
workflow, while aligning commercial models to measurable outcomes.

Learn how EXL helps insurers reduce leakage and improve claims payment control.

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