The platform acts. Not just analyses.
Vision Group does not stop at insights. It operates retail execution — turning intelligence into action automatically, continuously, and at scale.
From data to done.
Most retail platforms stop at telling you what's wrong. Vision Group goes further — it fixes it. The gap between insight and action is where sales are lost. Agentic execution closes that gap permanently.
OTHER PLATFORMS
Detect → Report → Wait → Manual Action
VISION GROUP
Detect → Quantify → Act → Verify
Detect the issue
Real-time monitoring across shelf, compliance, pricing, and assets
Quantify the impact
Revenue cost calculated instantly — not after a weekly report
Trigger the action
Store task, replenishment order, maintenance ticket — automatically
Verify the outcome
Photo confirmation, compliance score, sales recovery — closed loop
Intelligence generated. Action triggered. Automatically.
The difference between a data platform and an AI operating system is what happens after the insight is generated. This is what happens in Vision Group.
| Signal Detected | Action Triggered | Human Role |
|---|---|---|
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✓ Task + replenishment order created automatically
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Rep confirms fix with follow-up photo |
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✓ Priority visit scheduled + corrective checklist generated
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Manager reviews exceptions and approves |
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✓ Pattern flagged + root cause identified + planogram update recommended
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Category manager reviews and approves change |
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✓ Maintenance ticket triggered + replenishment schedule optimised automatically
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Field service responds and confirms resolution |
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✓ Assortment change recommended + revenue impact quantified + sell-in presentation generated
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Account team presents to retailer |
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✓ Alert triggered + competitor price captured + pricing team notified
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Commercial team reviews and responds |
Continuous. Autonomous. Always on.
Execution.AI runs continuously across every store, every shelf, and every asset in your network — detecting issues in real time and acting before problems become losses.
SKU presence, facing count, OOS gaps, share of shelf Planogram compliance:
Every shelf photo compared against the current planogram standard Pricing & promotions:
Price tag accuracy, promotional execution, competitor pricing Asset health (IoT):
Cooler temperature, door events, equipment performance Demand signals:
Execution data feeds back to Demand.AI to correct the demand baseline
Real-world actions. Instantly.
Prioritised corrective visit scheduled with specific task list — highest revenue impact first Replenishment orders:
Triggered automatically when OOS is detected — before the rep leaves the store Planogram updates:
Non-compliance patterns trigger planogram review and update recommendation to the category team Maintenance tickets:
IoT anomalies create field service tickets with asset location, fault type, and urgency Commercial recommendations:
Category exit risk triggers an assortment recommendation with quantified revenue impact
Agentic execution amplifies teams. It doesn't replace them.
Vision Group's agentic execution is designed for enterprise retail — where compliance, accountability, and human judgment matter. The AI handles what machines do best. Humans handle what people do best.
- AI HANDLES
Detection, prioritization, revenue quantification, task generation, action triggering - HUMANS HANDLE
Validation, execution, relationship decisions, strategic override - THE RESULT
Faster decisions, fewer errors, higher impact — at a scale no team could achieve manually
What changes for your team
BEFORE AGENTIC EXECUTION
AFTER AGENTIC EXECUTION
Weekly audit reports Real-time compliance scores Manual gap identification Automated OOS detection + task creation Reactive replenishment Triggered before the shelf is empty Static planogram standards Dynamic compliance against current layouts Hours to action Seconds to action Revenue lost quietly Revenue recovered automaticallyEvery action makes the platform smarter.
Agentic execution is not a one-time fix. Every action feeds the intelligence loop — making every subsequent decision more accurate, more targeted, and more valuable.
Every shelf fix
Improves Demand.AI accuracy — the true demand signal becomes cleaner with every corrected execution gap
Every execution outcome
Improves Assortment.AI — store-level decisions are validated against what actually happened on shelf
Every store visit
Improves the platform — 340+ customers contribute to foundation models that improve for everyone simultaneously
Agentic Execution — Competitive Reality
Most vendors detect problems or generate insights. Only Vision Group closes the loop — detecting, acting, and verifying in one continuous system.
| CATEGORY | VENDOR | WHAT THEY DO | DETECT | ACT | VERIFY |
|---|---|---|---|---|---|
|
Shelf Execution AI
|
Trax
|
Shelf detection, compliance monitoring |  |
✕ | ✕ |
|
Retail Planning AI
|
RELEX
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Forecasting, assortment, supply chain planning | |
✕ | ✕ |
|
Retail Analytics
|
NielsenIQ / Circana
|
Market data, insights, reporting | |
✕ | ✕ |
|
Full Execution Loop
|
Vision Group
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End-to-end retail intelligence + agentic execution | |
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Built for deployment. Not experimentation.
Most AI deployments take quarters to deliver value. Execution.AI's pre-configured agents are live in weeks — because they're built on 11 years of real retail deployment experience.
→ Pre-configured agents
Deploy in weeks, not months. Role-specific workflows for field reps, category managers, and supply chain teams — out of the box.
→ Modular architecture
Deploy one intelligence layer or all five. Agentic execution works standalone or as the capstone of the full platform.
→ Enterprise-ready workflows
Compliant with enterprise security requirements. Integrates with Salesforce, SAP, Blue Yonder, RELEX, and o9 via live APIs.
Context others don't have.
Most AI tools fail in retail because they lack the context to act correctly. Vision Group's agentic execution is powered by retail-specific AI trained on real shelf data, real transactions, and real execution outcomes.
Shelf images — the training foundation for every compliance and recognition decision 340+
Enterprise customers — models improve across the network with every deployment 11+
Years of retail data — the compounding advantage that cannot be replicated quickly 75+
Countries — global scale with local context built into every model
This is not analytics.
This is autonomous retail execution.
Retail activity becomes intelligence. Intelligence triggers action. Action drives outcomes. Vision Group closes the loop — automatically, at every store, in real time.