ROI-AI vs STAT Recovery Services

ROI-AI vs STAT Recovery Services

ROI-AI vs STAT Recovery Services
ROI-AIROI-AI
vs
STAT Recovery
Contingency recovery service vs an ERP-native analyst you own
The bottom line

STAT Recovery Services is a done-for-you deduction-recovery service for retail suppliers, PE-backed by Cambridge Capital (majority investment, 2024) and based in Bentonville, Arkansas (PE Hub; Inc.). It is a service you grant access to, not software you run. For an apparel wholesaler, that leaves two gaps. STAT works big-box retail accounts, not the department-store and off-price retailers you sell (Burlington, Dollar General, JCPenney, Kohl's, Bealls, TJX/Ross), and a done-for-you recovery service delivers an outcome without leaving the capability in-house: the leakage returns next season. ROI-AI, "Roy," is an ERP-native AI analyst that works every retailer you sell, reasons over the actual order, ship window, and buyer email in your apparel ERP, and does root-cause analysis so deductions shrink over time.

What STAT is, and does well

STAT is a trusted big-box recovery incumbent, and for the right buyer it is a genuinely easy "yes." Conceded honestly:

  • It is fully outsourced for the client. STAT works and recovers deductions on the supplier's behalf as a recovery service, not software the client operates (PE Hub).
  • It is an established, trusted incumbent. STAT is based in Bentonville, Arkansas, and was named to the 2025 Inc. 5000 list of fast-growing private companies (Inc.).
  • It is PE-backed and expanding. Cambridge Capital took a majority investment in 2024, in collaboration with management, to accelerate growth (PE Hub).

Where STAT falls short for apparel

STAT is strong at big-box, but its coverage and delivery model leave the apparel wholesaler exposed. Three gaps decide fit.

Big-box only, no fashion or department-store coverage

STAT works big-box retail supplier accounts, not the long tail of fashion and department-store retailers a wholesaler sells (Burlington, Dollar General, JCPenney, Kohl's, Bealls, TJX). That long tail is exactly ROI-AI's wedge.

A recovery service delivering an outcome, not ERP-native intelligence you own

STAT works the accounts on the client's behalf and delivers recovered dollars as a service. ROI-AI's counter is depth and ownership: ERP-native reason-code and allowance intelligence on AMT ERP that reasons over the actual order, ship window, and buyer email, catching the buyer-email waiver and root cause a portal-and-audit service does not reach.

A done-for-you cut is a recurring tax; you never own the capability

A done-for-you recovery service recovers the symptom for a share of what it claws back. The leakage repeats next season, and the client never owns the recovery capability.

Service vs software: what you are actually buying

With a done-for-you recovery service you are buying an outcome delivered by an outside party: you grant access, and a share of whatever they claw back is the price. That works, and it recurs. Because the fee is a percentage of a recurring problem, the leakage returns every season and the capability never comes in-house.

With ROI-AI you are buying the capability itself: an ERP-native AI analyst that you own, that works every retailer you sell, and that does root-cause analysis so the deductions shrink over time rather than repeating at full volume next season. The framing is own-the-capability versus rent-a-recovery-cut.

ROI-AI vs STAT, side by side

DimensionSTATROI-AI (Roy)
Retailer coverageBig-box retail supplier accounts; no fashion/department-storeEvery retailer the wholesaler sells, including fashion/department-store (Burlington, DG, JCPenney, Kohl's, Bealls, TJX)
Delivery modelDone-for-you recovery service (client grants access, STAT works it)AI analyst ("Roy") that owns the role end-to-end, portal or email intake
Apparel-ERP integrationNot native to an apparel ERPERP-native (AMT ERP) reason-code and allowance intelligence; catches the buyer-email waiver a portal-only view misses
Evidence depthWorks portal and audit dataReasons over the actual order, ship window, and buyer email
Root cause / preventionRecovery outcome delivered as a serviceRoot-cause analysis (which vendor/warehouse/area is bleeding) so chargebacks shrink over time, plus vendor-agreement loophole-finding
Pricing structureShare of recovered dollars; a recurring tax; you never own the capabilitySubscription tied to the leakage plus a performance fee; own the capability

When STAT is the right choice

If big-box is essentially your whole deduction book and you want a zero-effort, fully outsourced recovery, STAT is a real, trusted, PE-backed Bentonville incumbent (PE Hub; Inc.).

Why apparel wholesalers choose ROI-AI

STAT works your big-box deductions as an outside service for a cut of what it claws back, and the problem returns next season. ROI-AI is an ERP-native AI analyst that works every retailer, including the fashion and department-store names STAT does not touch, disputes what is wrong, and tells you the root cause so the deductions shrink, for a subscription tied to the leakage rather than a permanent cut of it.

Frequently asked questions

Is STAT Recovery Services software or a service? It is a done-for-you recovery service: you grant access and STAT works deductions on your behalf (PE Hub). ROI-AI is ERP-native software, an AI analyst, that you own.

What retailers does STAT Recovery cover? STAT works big-box retail supplier accounts, not apparel or department-store retailers. ROI-AI covers the fashion and department-store retailers (Burlington, DG, JCPenney, Kohl's, Bealls, TJX) as well as big-box.

STAT Recovery vs SupplyPike, what is the difference? STAT is a done-for-you recovery service that works accounts for you; SupplyPike/SPS is recovery software you run. Neither covers department-store or apparel retailers or is native to a fashion ERP. ROI-AI does both.

Does a done-for-you recovery fee make sense long-term? A share-of-recoveries cut recovers the symptom and repeats next season, and you never own the capability. ROI-AI ties a subscription to the leakage and does root-cause so deductions shrink over time.

Compare the other options in the Comparison Library: ROI-AI vs SPS/SupplyPike and ROI-AI vs manual and in-house. See coverage on the retailers page and the codes Roy models in the reason-code library.