ProveFyRETAILProveFy Retail — AI Shelf Execution with Photo Evidence
Illustrative store shelf: two blue Harvest Ridge Crisps packs, an empty space, one brown Oat & Amber pack and one green Zest Pop pack.

AI FOR RETAIL EXECUTION

See it. Fix it.Before the visit ends.

ProveFy analyzes store photos in seconds, identifies execution gaps and turns them into actionable guidance while the field team is still at the point of sale.

  • Analyze every photo submitted for AI review.
  • Turn findings into action in seconds.
  • No product-specific training-image project required first.
Illustrative

Fictional products in a staged shelf. Nothing here is a live analysis.

Harvest Ridge CrispsSea SaltRecognized in frameSource · shelf photo

Harvest Ridge Crisps

Sea Salt

OBSERVED
2 facings
ORIGINAL SOURCE
Frame 04 · 14:22

STATUSReady to compare

OBSERVED AGAINST THE STANDARD

Not a guess. A comparison.

The observed shelf is held against the expected execution standard, so the difference is counted rather than estimated.

SOURCE · REAL SHELF

Illustrative store shelf: two blue Harvest Ridge Crisps packs, an empty space, one brown Oat & Amber pack and one green Zest Pop pack.
Illustrative corrected shelf with four blue Harvest Ridge Crisps facings.

2 observed

Harvest Ridge Crisps

Sea Salt

OBSERVED
2 facings
EXPECTED
4 facings
GAP
2 facings
ORIGINAL SOURCE
Frame 04 · 14:22

STATUSGap counted against the reference

REFERENCE · EXPECTED EXECUTION

Illustrative reference shelf with four blue Harvest Ridge Crisps facings beside a brown and a green pack.

4 expected

GAP · 2 FACINGS

PhotoEvidenceActionCorrected shelfBefore the visit ends.

Illustrative

Fictional products in a staged shelf. Nothing here is a live analysis.

The shelf is the interface.The evidence becomes the action.

COVERAGE AND TIME TO ACTION

MANUAL SUPERVISORY AUDIT

When a current workflow manually audits only 1–5% of submitted photos, most evidence cannot influence that visit.

Not reviewed

1–5% of submitted photos reviewed

TIME TO ACTION

  1. STORE VISIT
  2. LATER REVIEW
  3. ISSUE FOUND
  4. NEXT VISIT

Days later

ONE VERIFIED VISIT

Frame 04 · 14:22 → Frame 12 · 14:31

The corrected shelf becomes a reusable piece of evidence.

FROM ONE VISIT TO OPERATING VISIBILITY

One visit becomes useful at every level.

The field team gets the next action. Supervisors get traceable proof. Leaders can see execution patterns across stores — without losing the evidence behind each finding.

Harvest Ridge Crisps

Sea Salt

VERIFIED OBSERVATION
4 facings
EXPECTED
4 facings
GAP
0
ACTION COMPLETED
2 Sea Salt facings restored
ORIGINAL OBSERVATION
Frame 04 · 14:22
VERIFICATION
Frame 12 · 14:31

STATUSExecution corrected

TRACEABLE TO FRAME 04 · 14:22

Supervisor viewing a shelf photograph on a tablet during a store visit.

FIELD

Action completed at the store.

The representative corrects the shelf and captures the verification frame before leaving.

WHAT PROVEFY SEES

One photo. Multiple layers of execution.

From the same source frame, ProveFy can structure the visible facts that matter for execution — product identity, variant, facings, readable shelf-price text when present, comparison against a reference, and visit evidence.

  1. IDENTITY
  2. FACINGS
  3. READABLE SHELF TEXT
  4. REFERENCE
  5. VISIT CONTEXT
PRODUCT
Harvest Ridge Crisps · Sea Salt

The product and variant are read from the pack in the frame.

Not every photo contains every layer.

Illustrative

Fictional products in a staged shelf. Nothing here is a live analysis.

SAME EVIDENCE. DIFFERENT DECISIONS.

One execution truth. Three operating views.

The evidence does not change. The decision context does.

THE SAME EVIDENCE EVENT

OBSERVED
2 facings
EXPECTED
4 facings
ORIGINAL OBSERVATION
Frame 04 · 14:22

CPG BRAND

Where is execution off-standard — and where should teams focus?

Execution measured against the standard, store by store.

EXECUTION STANDARD

OBSERVED2
EXPECTED4
Sea Salt facings

EXCEPTIONS BY STORE

  • ST-021Unresolved
  • ST-045Unresolved
  • ST-014Corrected
  • ST-052Corrected
  • ST-068Unresolved
  • ST-096Corrected

Where teams should focus next.

For CPG brands

EVIDENCE WITH LINEAGE

Every conclusion stays connected to what produced it.

Source photo, observed fact, reference, recommendation, correction and verification remain connected as evidence moves through the workflow.

SOURCE PHOTO

Frame 04 · 14:22

  1. OBSERVED FACT2 facings · Sea Salt
  2. REFERENCE4 facings expected
  3. GAP2 facings

RECOMMENDATION

Restore 2 Sea Salt facings to match the reference.

  1. FIELD CORRECTION4 facings placed

VERIFICATION PHOTO

Frame 12 · 14:31 · 4 verified

Traceable corrected execution.

FINAL RESULT

Gap 0 · Execution corrected

ORIGINAL SOURCE

Frame 04 · 14:22 · 2 facings

VERIFICATION SOURCE

Frame 12 · 14:31 · 4 verified

GAP
0
OUTCOME
Execution corrected

The original observation is kept beside the verification, so the chain stays readable after the correction.

Field supervisor looking down a supermarket aisle.

PROVE IT IN YOUR STORES

See what changes when evidence can become action before the visit ends.

Bring one of your current retail-execution workflows to a demo and see how ProveFy can turn store photos into structured evidence and actionable field guidance.