Proglint — Enterprise AI for Real-World Operations
Solution // Revenue Protection

Smart & Cognitive Checkout

Self-checkout loss prevention and barcodeless cognitive checkout — detecting non-scanned items, ticket switching, and enabling frictionless product recognition.

Two related capabilities at the point of sale: continuous self-checkout shrink detection for existing barcode-based lanes, and cognitive, barcodeless product recognition for a frictionless checkout experience.

The Problem

Self-checkout shrink is not one behavior — non-scanned items, ticket/barcode switching, and bottom-of-basket misses each have a distinct visual signature, and treating them as one metric makes it hard to know which intervention is working.

The Operational Challenge

Human oversight at self-checkout does not scale to watching every lane continuously, and barcode-dependent checkout struggles with produce and unlabeled items.

Approach

How Proglint Works

  1. 01

    Overhead and scan-plane cameras monitor each self-checkout lane continuously.

  2. 02

    Non-scanned items, ticket switching, and bottom-of-basket (BOB) misses are each detected as distinct events.

  3. 03

    Cognitive Checkout uses automatic product recognition to identify items without a barcode scan, with a Product Acquisition Box for rapid multi-angle SKU onboarding.

Included

Core AI Capabilities

Non-Scanned Item Detection
Ticket / Barcode Switching Detection
Bottom-of-Basket (BOB) Verification
Barcodeless Automatic Product Recognition
Occlusion Handling & Cart Reconciliation

End to End

Workflow

01

Monitor Scan Plane

Continuous vision coverage of the scan plane and basket across each lane.

02

Classify Discrepancy

Distinguish non-scanned items, switching, and BOB misses as separate event types.

03

Prompt or Route

Trigger an on-screen prompt or route to an attendant based on the specific discrepancy.

Outcome

Business Impact

Separates shrink behaviors instead of treating them as one undifferentiated metric
Matches the response to the specific failure mode detected
Extends checkout to unlabeled and produce items via barcodeless recognition

ROI Framework

The Business Case

A qualitative framework for evaluating impact — no figures are invented; this is how to think about the case until deployment-specific numbers are measured.

Shrink & Revenue Leakage Exposure

"How much of our loss is currently invisible to us?"

Unrecorded voids, un-billed food prep, and self-checkout ticket swapping share a common trait: none of them leave a record in the systems built to catch loss. A POS system can't flag a transaction that never happened. Exposure exists whether or not it is measured — continuous correlation between visual activity and transaction records is what makes it visible and actionable instead of a line item nobody can explain.

  • POS-visual discrepancies are surfaced as they occur, not discovered during a reconciliation cycle.
  • Loss patterns that don't generate a system record become detectable for the first time.
  • Investigation starts from a specific flagged event instead of a general shrink number.

Speed of Incident Response

"How long does it take us to go from an incident happening to someone acting on it?"

Without evidence-linked alerts, investigating an incident means someone pulling footage, reviewing it manually, and cross-referencing it against whatever records exist — a process that can take days for something that took seconds to happen. When an alert already arrives paired with the relevant video clip and the matching POS or sensor record, that investigation collapses to a pre-packaged case instead of a search.

  • Alerts arrive with evidence attached, not as a prompt to go looking for it.
  • Investigation time shifts from a multi-day footage review to reviewing a flagged case.
  • Response can happen while the situation is still active, not after the fact.

Under the Hood

Technology & Integrations

Overhead & Scan-Plane Vision AI Automatic Product Recognition Product Acquisition Box (rapid SKU onboarding)

Explore Further

Where This Solution Applies

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Compatible with Existing Cameras 100% GDPR Anonymized Edge or Cloud GPU, Camera Agnostic