Continuously identify leakage, return cash and protect EBITDA across vendors, payments, pricing and purchased services.
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Financial Intelligence Foundation for all downstream financial transactions
Control complex service spend, optimize service utilization
↗Detect and recover payment errors
Validate every fee and return
Expose price inconsistencies
Validate the evidence, quantify the result and connect every opportunity to EBITDA, margin and organizational capacity.
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Business case
Every hunterAI engagement starts with a normalized vendor foundation. Without it, downstream recovery, pricing, rebate, and spend analysis cannot be reliably attributed. VMCA can run standalone to expose vendor master weaknesses or as the embedded foundation of every hunterAI offering.
Every spend leaks.At a glance
The opportunity identified
A vendor master that had been cleaned before a major system change in 2024 had already accumulated substantial data degradation by 2026.
Across 1.5M+ AP and PO records, the analysis identified an 11.4% reduction opportunity in vendor records, revealing duplicate, outdated, and inconsistent supplier identities across the financial data environment.
How hunterAI uncovered it
hunterAI reconciled vendor identities across AP and PO data, identifying aliases, duplicates, outdated records, and inconsistencies across supplier names and legal entities.
Rather than altering the underlying source systems, the analysis created a verified vendor layer that could be applied across downstream financial processes.
Business impact
10 vendor alias correction cases → $30,296 recovery
138 vendor alias correction cases → $332,002 recovery
Vendor master normalized layer translated into particular financial impact for the client
From one finding to continuous control
Identify weaknesses in your current vendor master before they distort downstream spend, recovery, pricing, and rebate analysis.