Case Study • AI Store Operations

One of our GMs got 142 minutes back—without adding headcount

Client: National off-price retailer
Industry: Off-Price Retail
Service: AI Solutions|Data Analytics

Overview

Sphere built the Operations Bureau for a national off-price retailer. Two always-on AI desks—one on the sales floor and one in the back office—clear routine decisions before they reach a general manager’s desk.

How do routine store exceptions consume GM time?

A general manager has to resolve staffing, delivery, and invoice exceptions in the same hour. When all three compete for attention, the paperwork quietly loses money.

Tomorrow’s truck is 42% over plan

Discovered at 06:00, it is already too late to add receiving coverage.

A paper invoice has a two-case gap

It gets paid as billed or waits for a monthly audit that may never happen.

Weather changes the weekend

The impact appears later as an unexplained swing in the comp report.

Our Solution

The Operations Bureau watches the floor and back office continuously, performs the analysis, and asks the GM only for decisions that genuinely require a signature.

Operations Bureau general manager console showing decisions automated, savings, and time recovered

1. Staff the delivery against real volume
For a 1,180-unit delivery planned at 830 units, the desk recommended adding two receivers from 05:45 to 09:30 and moving one floor associate to 11:00. The $87 labor change protected an estimated $620 in sell-through by getting apparel onto the floor before the morning peak ended.
2. Reconcile only the exception
When a vendor invoiced 14 cases but the receiver scanned 12, the desk matched the 12 correct cases and routed only the $284 delta with photo evidence. It also recognized the third discrepancy that week—$1,840 total—and escalated the vendor pattern to AP.

Key Achievements

Margin recovered from vendors

DSD and AP leakage is recovered without a promotion or customer price change.

Labor follows real volume

Staffing responds to delivery size, traffic, and weather rather than a fixed template.

Leadership returns to the floor

Eleven GM hours a week are redirected from paperwork to coaching and customers.

Every decision has an audit trail

Automated matches, flags, evidence, and recovered dollars remain documented.

The model scales without matching headcount

The same two desks run across the fleet and compound by store count.

Results

Four hours into the representative shift, 87 of 91 routine decisions had cleared without GM intervention, $4,280 had been saved or recovered, and 142 minutes were returned to store leadership.

Over 12 months, the two desks are modeled to recover $32,400 in DSD shrink per store, recover $184,000 from AP variances, reduce labor cost by 4.2% at unchanged floor coverage, and return 11 GM hours each week. Figures are modeled output from Sphere’s anonymized RetailerX build, not disclosed production financials.

Organizations around the world trust us

Hear from

our clients

Hear from our clients

Lee Ebreo

VP of Engineering at Credit Ninja

These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim

VP of Engineering at Prominence Advisors

Our experience with Sphere and their team has been and continues to be fantastic. We keep throwing new projects at them, and they keep knocking them out of the park (including the rescue of a project that was previously bungled by another vendor).

Ben Crawford

Senior Product Manager at Enova Financial

I would expect to be delighted. It's been a really positive experience, working with Sphere, and I would expect you to have the same.

Mark Friedgan

CEO at CreditNinja

Sphere consistently prioritizes the needs of their clients, demonstrating both agility and teamwork. As an offshore team, they have been an integral part of our organization and we plan to continue growing with them.

René Pfitzner

Co-Founder at Experify

Sphere provided excellent full-stack development manpower to augment our team and help push our product forward. They are easy to work with, tech-savvy and proactive.

Bruce Burdick

Chief Information Officer at Integra Credit

We've been working with Sphere and its excellent consultants since our founding. I've found that they are true partners in the success of our business.

Jemal Swoboda

CEO at Dabble

The resources and developers that Sphere Software provides are skilled and have the required technical expertise, but more importantly, they have helped us build a culture of excellence within our team.

Arthur Tretyak

Founder and CEO at IntegraCredit

With Sphere, we were able to migrate in half the time it would take to train an additional FTE… and for a fraction of the cost. Our experience with Sphere has been exceptional.

Lee Ebreo

VP of Engineering at Credit Ninja

These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim

VP of Engineering at Prominence Advisors