
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 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


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

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.
TIME TO ACTION
- STORE VISIT
- LATER REVIEW
- ISSUE FOUND
- 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

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.
- IDENTITY
- FACINGS
- READABLE SHELF TEXT
- REFERENCE
- 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
EXCEPTIONS BY STORE
- ST-021Unresolved
- ST-045Unresolved
- ST-014Corrected
- ST-052Corrected
- ST-068Unresolved
- ST-096Corrected
Where teams should focus next.
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

- OBSERVED FACT2 facings · Sea Salt
- REFERENCE4 facings expected
- GAP2 facings
RECOMMENDATION
Restore 2 Sea Salt facings to match the reference.
- 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.

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.
Prove









