What Retail Ops Leaders Get Wrong When Evaluating Inventory Technology

Ted McCaffrey
Ted McCaffrey Strategic Growth Advisor, gStore by GreyOrange Jun 17 2026

When retailers evaluate inventory technology, the conversation almost always centers on capture methods: overhead RFID versus mobile RFID versus barcode. Which is more accurate? Which scales better? Which is worth the infrastructure investment?  

These are reasonable questions, but they’re not the right first question. And the vendors who want you focused there often have a reason for it. 

If you’ve been in the market lately, you’ve heard the noise. Vendor A taking shots at Vendor B’s methodology. Whitepapers written to confuse rather than inform. Some of it is legitimate evaluation. A lot of it is fear, uncertainty, and doubt dressed up as expertise. 

Overhead RFID, mobile RFID, or barcode: Which is right for your store? 

Here’s the honest answer: it depends. 

Barcode, mobile RFID, and overhead RFID each have a legitimate role depending on your store format, merchandise type, labor model, and where you are operationally. In many environments, the right answer is a blend. The capture method is not the point. 

The real question is whether your inventory signals can be trusted — and acted on. 

There’s a term we use at gStore: inventory truth. Not inventory accuracy in the abstract ERP sense, but the real-time operational answer to: what do we actually have, and where is it right now? That gap — between what the system says and what’s actually on the floor — is where retailers lose sales, miss fulfillment windows, and send associates on backroom trips that end in a shrug

Store associates encounter stock location failures nearly every other day — an average of 16 times per month, according to gStore’s 2025 Eye on Inventory report. And nearly 80% say they’ve lost sales because they couldn’t locate stock quickly enough. 

No capture method eliminates that gap on its own. What closes it is a platform that can normalize data across whatever technology you’re using, identify where the gaps are, and turn visibility into action: replenishment, fulfillment, item location, on-shelf availability. 

Visibility alone doesn’t move inventory. Action does. 

How to evaluate retail inventory technology without falling for vendor scare tactics 

When you’re in an evaluation, watch for claims that: 

  • Reduce performance to a single metric without store context 
  • Present lab results as live-store outcomes 
  • Attack a competing method instead of demonstrating actual value 
  • Create doubt rather than prove results 

A scare tactic is not a proof point. 

What to ask before you buy a retail inventory platform 

Instead, ask the questions that actually matter: 

  • What inventory accuracy is achieved in live stores (not pilots, not controlled environments)? 
  • What happens to on-shelf availability over time? 
  • Can the solution support multiple capture methods as your needs evolve? 
  • Does it create visibility only, or does it drive the operational actions that follow? 
  • Can associates replenish, fulfill, find, and fix inventory faster? 

In live apparel environments, overhead-enabled inventory intelligence has demonstrated on-shelf availability consistently in the high 90% range. That’s the kind of real-world outcome worth evaluating. 

The retailers making the best long-term infrastructure decisions right now aren’t chasing the loudest claim. They’re asking which approach gives their teams — associates, store managers, ops leads — a single trusted view of what’s actually in the store, and the ability to act on it in the moment that matters. 

Capture methods will vary. Inventory truth cannot. 

Ted McCaffrey is a Strategic Growth Advisor for gStore by GreyOrange. Follow Ted on LinkedIn.

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