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RETAIL EXECUTION.AI & SHELF IMAGE RECOGNITION

See What's Happening on the Shelf. Fix What's Off. Keep Retail Execution on Track.

See every shelf the moment it changes and stop losing sales. Promos shift, shoppers move products around, and conditions change by the hour. Execution.AI's AI-powered image recognition gives retail teams a live view of the shelf, so they can act in the moment to correct it.

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Trusted by the largest CPGs and retailers

340+

Clients

75+

Countries

11+

Years of retail data

2M+

Assets Monitored

WHY TEAMS RELY ON EXECUTION.AI 

No need to wait days for audits. Shelf photos in, AI insights out.

→ Missed products, pricing errors, and display gaps get flagged by AI automatically — no manual tagging required

→ Every visit is scored against business metrics like share of shelf, out-of-stocks, pricing compliance, and display presence
→ Custom dashboards give visibility across stores, reps, retail partners, and locations — spot trends, compare against goals

→ Works offline, syncs when ready — never lose data because of poor in-store WiFi

→ Agentic execution. Execution.AI detects an issue and automatically generates a store task, triggers replenishment, or raises a maintenance ticket

Product.AI Demand.AI Assortment.AI Space.AI
Execution.AI

Signal flow

Receives: Space.AI planned layouts + real-world shelf photos + IoT sensor data
Produces: Execution Verification — what is actually on shelf vs what should be, at what price, whether promotions are correctly executed. Feeds back to Demand.AI to correct demand signals.

How Execution.AI works.

01

Reps take shelf photos

Using their mobile app — iOS or Android, with full offline capability.

02

AI processes images

Image recognition identifies products down to the SKU level and compares against Space.AI targets.

03

Feedback in seconds

Compliance score, OOS list, pricing errors, and corrective action list returned to the rep in the aisle.

04

System acts automatically

Agentic rules engine triggers store tasks, replenishment orders, and maintenance tickets without human initiation.

Continuous Learning with

Human in the loop AI process

What you get with Execution.AI

The retail KPIs Execution.AI surfaces every visit.

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Planogram compliance

Every shelf compared against the Space.AI planogram — scored 1–100 via ClickToWin module.

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Out-of-stock detection

Missing facings and empty positions flagged instantly, with automatic replenishment trigger.

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Pricing accuracy

Vision-Language model reads non-standard, handwritten, and promotional price tags — flags mismatches.

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Promotional execution

Verifies correct display, price point, and secondary placement for all active promotions.

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Share of shelf

Calculates your brand's real share vs competitors in real time — by store, banner, and region.

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IoT monitoring

Always-on IoT module monitors cooler health, temperature, stock levels, and asset location between visits.

Field Sales & Merchandising Teams

Take shelf photos, get instant compliance scores and corrective tasks — before leaving the store.

Territory Managers

Dashboard visibility across all stores. Prioritise visits where problems actually exist.

Operations Teams

IoT module monitors 2M+ assets in real time — predictive alerts before failures cost sales.

quotes

We've been evolving together since 2018. Anytime we needed flexibility, the team figured it out with us. With IoT, we showed we weren't losing coolers anymore — and that alone paid for itself."

5-star

Director of Commercial Analytics & Digital Solutions

Global Beverage Bottler

Signal flow

Receives: Space.AI planned layouts + real-world shelf photos + IoT sensor data
Produces: Execution Verification — what is actually on shelf vs what should be, at what price, whether promotions are correctly executed. Feeds back to Demand.AI to correct demand signals.

WHEN SHELF VISIBILITY KEEPS UP WITH STORES

AI-powered tools to know what to fix on shelf, before you leave the aisle.

→ Catch out-of-stocks before they cost you the week — AI flags gaps, missing facings, and wrong placements during the store visit, so teams can restock and recover sales faster.

→ Fix pricing issues while you're still in the aisle — detect missing tags and price mismatches from a shelf photo, assign the task, and confirm the fix with a follow-up photo.

→ Keep planograms and displays consistent across regions — auto-compare shelf reality vs the plan, highlight what's off, and keep secondary displays from quietly disappearing.

→ Give HQ and field teams the same view of execution — photo-based reporting by store, category, and rep, so decisions are based on what's actually on shelf, not what got reported later.

→ Shrink audit-to-action time from days to minutes — get a clear list of what to fix next after each capture, so reps spend time correcting issues, not writing reports.

Planogram compliance Share of shelf Facing counts Perfect Store scoring Visit-by-visit benchmarking Retailer & channel trends Out-of-stocks (OOS) Pricing accuracy Point of Sale (POS) presence

Why Global CPGs & Retailer Leaders Love it

BASED ON DEPLOYMENTS ACROSS 340+ CUSTOMERS INCLUDING COCA-COLA, L'ORÉAL, NESTLÉ

2M+

SKUs in the Product.AI library

1 Billion

shelf images processed yearly

200+

CPG and retail clients

2M+

planograms created annually

The real advantage of instant shelf visibility

Keep your shelves closer to the Perfect Store.

Shelf conditions change in the middle of a promo, during a busy weekend, or right after restocking. When AI surfaces where execution is slipping, teams can prioritise the right stores, protect high-value moments, and keep shelves closer to the plan.

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Focus on stores losing sales

Prioritise visits to the stores and categories where compliance is lowest — directing field effort where it creates the most value.

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Protect promo performance

Catch compliance issues as they appear during promotional periods — before poor execution suppresses the campaign's sales impact.

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Maintain price accuracy

Keep pricing accurate across crowded, fast-moving aisles — without relying on manual tag checks or delayed syndicated data.

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Prevent small issues from scaling

Catch execution gaps before they become multi-store compliance trends that require expensive correction programs.

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React faster at peak periods

High-traffic periods and seasonal peaks are when shelf execution matters most — Execution.AI gives teams the visibility to act in real time.
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ClickToWin integration

Store teams earn points for daily shelf checks that keep stores compliant — building better execution habits without extra oversight.

See Execution.AI in action.

Talk to a Vision specialist about your retail setup.

Book a Demo
How Execution.AI works

Four steps from shelf photo to corrective action.

01

Reps take shelf photos in store

Using their iOS or Android mobile app — no special equipment needed. Works offline in low-connectivity stores and syncs when ready.

02

AI image recognition processes the image

Identifying every SKU down to product level, counting facings, detecting OOS gaps, pricing errors, promo failures, and planogram deviations in seconds.

03

Captured data is compared to targets

Against Space.AI planogram layouts, Perfect Store criteria, or custom business metrics. Compliance score calculated from 1–100.

04

Feedback returns to the app immediately

Guiding in-store corrections before the rep leaves the aisle. Agentic execution triggers store tasks and replenishment orders automatically.

Every capability your field team needs to move from tracking problems to proving results.

What you get with Execution.AI

No need to wait days for audits.
Shelf photos in, AI insights out. Issues flagged before the rep leaves the store — not in a report two weeks later.

Missed products, pricing errors, and display gaps flagged automatically.
AI reads the shelf so your team does not have to. Every compliance failure surfaced, every time.

Every visit scored against business metrics.
Share of shelf, OOS rates, pricing compliance, display presence — trackable across stores, reps, and retail partners.

Custom dashboards with full cross-store visibility.
Spot trends, compare against goals or previous visits. Identify which stores need attention and in what order.

Works offline, syncs when ready.
Never lose data because of poor in-store WiFi. Execution.AI runs on the devices your reps already carry.

API integrations for your CRM and analytics tools.
Feed compliance data into Salesforce, SAP Sales Cloud, or any BI platform your team already uses.

ClickToWin compliance gamification module.
Daily 1–100 shelf scoring with rewards for store teams — turning execution into a challenge that motivates consistency.

IoT continuous monitoring module.
Smart sensors monitor cooler health, temperature, stock levels, and asset location in real time — between visits and overnight.
What field teams say

Why Global CPGs & Retailer Leaders Love it

BASED ON DEPLOYMENTS ACROSS 340+ CUSTOMERS INCLUDING COCA-COLA, L'ORÉAL, NESTLÉ

quotes

"Vision Group is easily a 10 out of 10. We've never had an issue with their support, they always get back to us right away."

5-star

Director of Space Planning & Assortment Analytics

Global Retail Services Provider

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Vision Group is a true partner. I see them as an extension of our business.

5-star

Senior Director of Retail Execution

Top 5 Global Beauty Brand

22%

Fewer out-of-stocks

600K

Field hours saved in under two years

20%

Asset downtime reduced

+50K

Replenishment orders triggered in 10 stores

THE EXECUTION INTELLIGENGE FOUNDATION

100+ years of combined experience.
400+ engineers. 40+ countries.

The AI image recognition engine powering Execution.AI was built on over 100 years of combined expertise across CPG, beverage, category management, and AI image recognition. The 400+ person engineering and R&D team continues to advance the core models underpinning Execution.AI's recognition accuracy.


Execution.AI execution intelligence capabilities


→  Perfect Store Initiatives — measure and improve compliance against your Perfect Store criteria at every visit
→ Reset Execution Tracking — verify that planogram resets have been correctly executed across the estate
→ New Item Execution — confirm new SKU placement and facing compliance at launch
→ Price & Promotion Compliance — AI reads handwritten and digital price tags to verify pricing accuracy
→ CMA Negotiation Support — documented compliance data for contract negotiations with retail partners

Americas
New York · Dallas · Houston · DC · San Diego · Mexico City · Brasilia

Europe
Ireland · Sofia

Asia Pacific
Tokyo · Shanghai

India
Ahmedabad · Bangalore · Delhi · Nagercoil

"We are very pleased to partner with Vision Group, one of the leading image recognition providers in the North American market. This full-lifecycle merchandising approach will provide tremendous value to our joint customers."
Steve Boon, VP Industry Strategy
RELEX Solutions
Shelf image recognition

The shelf image recognition platform built on 1B+ retail images.

Execution.AI is Vision Group's retail image recognition software — trained on more real retail shelf data than any competitor. 1B+ shelf images across 340+ CPG brands and retailers in 75+ countries. The most comprehensive shelf image recognition dataset in the industry, compounding with every new deployment.



STORE360

Retail image recognition software

SKU identification, planogram compliance, OOS detection, pricing, and share of shelf — from every shelf photograph, automatically.

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click-to-win
ClickToWin

CPG image recognition at scale

Used daily by Coca-Cola, Nestlé, Unilever, Mars, and Ferrero to monitor shelf execution across tens of thousands of stores worldwide.

Keep Your Shelves Closer to the Perfect Store

Book a Demo