Skip to content
ENTERPRISE RETAIL AI PLATFORM ARCHITECTURE

The AI platform where every retail decision improves itself.

Five intelligence layers. One unified system. Retail activity becomes intelligence, and intelligence drives better retail decisions — automatically, continuously, at scale.

THE OPENING PRINCIPLE

Retail activity becomes intelligence. Intelligence drives better decisions.

Most vendors give you a point solution that solves one problem. Vision Group is an AI platform where data flows through five intelligence layers — each producing new intelligence that feeds the next — and a feedback loop that makes every layer smarter with every cycle.

bullet-cloud

Data Cloud

One unified data foundation underneath all five intelligence layers — no second integration when you add a product

bullet-ai-engine

AI Engine

Retail foundation models — trained on 1B+ shelf images, 1M+ SKUs, 10M+ planograms — one AI layer across all five intelligence layers

bullet-agent

Agentic Execution

Execution.AI detects issues and triggers corrective actions automatically — the platform acts, not just analyses

Learn More

01

PRODUCT.AI
Product Intelligence

Product Data

02

DEMAND.AI
Demand Intelligence

Demand Prediction

03

ASSORTMENT.AI
Assortment Intelligence

Assortment Decisions

04

SPACE.AI
Space Intelligence

Shelf Layout

05

EXECUTION.AI
Execution Intelligence

Execution Verification

Continuous Learning Loop

Every shelf image improves recognition models · Every transaction improves decision trees · Every assortment decision improves demand models

PLATFORM FOUNDATION

Three layers power everything above them.

Every intelligence application runs on the same data, AI, and execution foundation. Add a product — it already knows your stores, your products, your shelf standards, and your history.

DATA CLOUD

One unified data foundation underneath all five intelligence layers

Product.AI product master, transaction data capability data, Space.AI planogram data, Execution.AI shelf imagery, Demand.AI demand signals, Assortment.AI assortment decisions — all in one model. Data created by one product is immediately available to every other.

1M+ SKUs 1B+ images/year 10M+ planograms 11 years of retail data
AI ENGINE

Retail foundation models powering all five intelligence layers

Like OpenAI trained on text, Vision Group trained retail foundation models on the shop floor — image recognition, AI demand transfer models, AI consumer decision trees, planogram generation, real-time agentic rules engine. One AI layer, shared across all six applications. Every customer improves every model for every other customer.

Domain-specific Multimodal Agentic 340+ customers training
AGENTIC EXECUTION

The action layer — detecting, deciding, and triggering in real time

When intelligence is generated, Agentic Execution acts on it — automatically. Out-of-stock detected: replenishment triggered. Compliance gap found: store task created. Cooler sales drop: maintenance ticket raised. No manual workflows. No delays. The loop closes itself. See agentic execution →

Real-time Autonomous Human-in-the-loop From data to done
THE DATA FLYWHEEL

More stores → more data → better models → better decisions.

After 11 years and 340+ customers, the accuracy advantage is structural — not a lead a competitor can close by launching a similar product today.

STEP 01

Store image captured

Field rep or IoT module captures shelf photo. AI identifies every SKU, counts facings, detects OOS and compliance failures.

STEP 02

Purchase recorded

Autonomous checkout capability or POS records purchase. AI maps decision hierarchy — brand first? Price tier? Occasion?

STEP 03

Demand signal processed

Transaction data combined with Execution.AI shelf availability. Model separates true demand from execution-suppressed sales.

STEP 04

Assortment decision made

Assortment.AI simulates range changes using demand transfer and decision tree models. Recommends the product mix per store cluster.

STEP 05

Planogram generated

Space.AI creates shelf layout from assortment decisions and Product.AI product dimensions.

STEP 06

Outcome measured

Execution.AI verifies what actually happened. Sales data confirms impact. All models retrained. The loop closes.

DEVELOPER ECOSYSTEM

Vision Group is retail AI infrastructure. Not just software.

Connect once via native app, SDK, or API — and every Vision product deploys into the same integration. Supply chain platforms get a better signal. Your existing stack gets smarter.

APIs FOR RETAILERS

Real-time execution feeds

OOS alerts, compliance scores, and planogram status via REST API — into retailer operations platforms and BI tools.

APIs FOR CPG BRANDS

Category performance intelligence

Assortment.AI simulation outputs, Execution.AI intelligence dashboards, and Demand.AI demand signal feeds — into your own analytics workflows.

SPACE PLANNING INTEGRATIONS

Blue Yonder Space Planning · RELEX

Bi-directional Space.AI planogram data flow — no manual export/import between Vision Group and enterprise space planning systems.

SUPPLY CHAIN SIGNAL

SAP · Kinaxis · o9 · RELEX · Blue Yonder

Demand.AI + Execution.AI signals feed these platforms with corrected demand data — improving replenishment accuracy without replacing existing infrastructure.

FIELD SERVICE SDKs

iOS · Android · SFA integrations

Embed Execution.AI image recognition into your existing SFA tools. Reps stay in the workflow they already use.

OPEN APIs

Salesforce · SAP Sales Cloud

Compliance data and visit outcomes surface directly in your CRM. Task creation and resolution tracked end-to-end.

See the platform in action.

Talk to a Vision specialist about your retail setup. We’ll map all five intelligence layers to your categories, stores, and team.

Schedule a Demo