Outcomes by Industry

Where InferonIQ Finds Value

How InferonIQ surfaces leakage, fraud, and overbilling — with measurable impact across distribution, healthcare, energy, and financial services.

$7.6M+
Recoverable Leakage Surfaced
16x
Typical ROI
73%
Faster Processing
98%+
Match Accuracy
Distribution / Wholesale

Leading CPG Distributor

5,000+ vendor invoices/month, $180M annual AP spend

The Problem

  • Invalid retailer deductions costing $200K+/month
  • Missed early-pay discount windows across 40+ routes
  • No cross-route visibility into deduction patterns

Solution

Invoice IntelligenceNL2SQLAgent Studio
$2.1M
Recovered Year 1
40%
Deductions Proven Invalid
78%
Straight-Through Processing
12x
ROI

Powered by

Invoice IntelligenceNL2SQLAgent Studio
Healthcare

Regional Healthcare Network

6 hospitals, 200+ suppliers, $90M medical supply spend

The Problem

  • GPO pricing violations going undetected across facilities
  • Implant overbilling with no automated claims adjudication
  • Manual reconciliation of procedure codes vs. contract rates

Solution

4-Way Claims MatchingContract IntelligenceNL2SQL
$1.4M
GPO Savings Identified
5–8%
Implant Overbilling Caught
73%
Faster Processing
4-Way
Claims Match

Powered by

4-Way Claims MatchingContract IntelligenceNL2SQL
Energy & Utilities

Mid-Market Energy Utility

3 substations, 150+ contractors, $45M annual contractor spend

The Problem

  • Contractor rate fraud across storm restoration invoices
  • Overbilling on emergency labor rates vs. contracted rates
  • PUC audit preparation taking 60+ days of manual work

Solution

Invoice IntelligenceContract IntelligenceAgent Studio
$890K
Overcharges Caught (90 days)
60d → 4h
Audit Prep Time
98.2%
Match Accuracy
15x
ROI

Powered by

Invoice IntelligenceContract IntelligenceAgent Studio
Financial Services

Global Financial Services Firm

500+ vendors across 12 entities, $320M vendor spend

The Problem

  • Advisory firm overbilling across multiple subsidiaries
  • Entity-level reconciliation delays spanning weeks
  • Audit evidence retrieval requiring manual log searches

Solution

NL2SQLInvoice IntelligenceAgent Studio
$3.2M
Fee Overcharges Found
20h → 2h
Weekly Reconciliation
Instant
Audit Evidence
28x
ROI

Powered by

NL2SQLInvoice IntelligenceAgent Studio
Outcomes across four industries

Each example reflects the leakage, fraud, and overbilling InferonIQ surfaces — from AP deductions and contractor rate fraud to fee overbilling and GPO pricing violations.

Join Our Pilot Program

We run a free 48-hour scan on your AP data. If we don't find at least $100K in recoverable leakage, you pay nothing. Zero risk, full transparency.

Apply for Early Access