AiMall Retail Innovation Visual AI Solution

AiMall Retail Innovation Visual AI Solution

AiMall bundles EdgeX video intelligence, SnapX mobile SKU audits, and ChatX conversational analytics onto Huawei Cloud. Use AiMall to cut shrink, enforce SOPs, fill shelves, and run every store to the same great standard.

AiMall bundles EdgeX video intelligence, SnapX mobile SKU audits, and ChatX conversational analytics onto Huawei Cloud. Use AiMall to cut shrink, enforce SOPs, fill shelves, and run every store to the same great standard.

Partner solution Public cloud

From Insight to Action

From Insight to Action

Why AiMall Retail AI

Why AiMall Retail AI

EdgeX: real-time visual intelligence to action

Existing cameras now spot shoplifting, shelf gaps, queue build-up, SOP slips, safety risks and more. Edge inference delivers sub-second alerts with video proof, while cloud dashboards rank tasks, benchmark sites and reveal root causes. One-click clip review drives fast, accountable fixes.

SnapX: FMCG brand execution guardrail

AI turns photos into data—SKUs, counts, prices, POSM, promotion tags and shelf share. The system then flags damage, duplicates or tampering while scoring each store. Time-stamped proof helps settle disputes, trigger replenishment, and keep executions consistent online or off, in any language.

ChatX: conversational analytics & video search

POS, operations, and video on one workspace provide sales charts by store or hour in just seconds. Semantic video search lets you jump straight to the right clip. Built-in retail metrics, alerts and role views mean weekly reviews take just minutes without coding or digging.

A³ closed loop & enterprise integration

Stores and tags every video and alert. The platform identifies performance gaps and converts them into assigned tasks that integrate with ERP, OMS and BI systems. Task outcomes feed back to refine rules and models, and this repeatable cycle across thousands of sites transforms routine operating costs into measurable profit gains.

Scenarios & Benefits

Scenarios & Benefits

Scenario

Chain Retail: Grocery & Wholesale

Chain Bistro & Restaurants

Brand Marketing Audit & Compliance

Ask-to-Insight Across Markets

Pain Points
  1. Daily shrink, shoplifting, missed scans, queues, shelf gaps and safety events go unchecked across formats and contractors, leaving investigations slow and SOP uneven.
  2. Promotions, replenishment and staffing have no single owner or rhythm. Issues stay issues while managers chase documentation and proof instead of running the store.
  1. Traffic spikes and congestion spots (host stand, pickup zone, narrow aisles) are spotted too late, causing uneven table turnover and guest experience.
  2. Real-time guest flow does not align with labor planning or promotions, so staff are over-allocated in quiet periods and under-supplied during peaks, cutting both sales and satisfaction.
  1. Campaign execution differs by facing, label, POSM, tag, shelf share, and pack quality—slowing replenishment and cutting ROI.
  2. Brands, distributors, and retailers work from mismatched data, leaving budget and incentive decisions unresolved.
  1. POS, operations and video sit in separate systems and weekly reports arrive late and a single incident needs hours of manual video search. Regions wait for scarce analysts, so action is delayed.
  2. Leaders lack instant insight into store-specific issues and recurring alert hotspots, delaying corrective action.
Approaches
  1. EdgeX features 11 functions in one box for you to prevent loss, map traffic, manage queues, verify checkout, spot shelf gaps, check SOP, monitor facility, flag intrusion, and track O2O handover.
  2. Staff get phone alerts while HQ dashboards rank stores, reveal repeat root causes, and enable fair cross-format comparisons, turning every event into a single Archive → Analysis → Action loop.
  1. Live views of table status, zone heat and queues, while video documentation pushes teams to fix issues fast.
  2. Dashboards turn live footfall and seating data into optimal staffing and promotion plans, replicating best practices across every venue.
  1. SnapX turns photos into data—SKUs, counts, prices, planogram, POSM, promotion tags, and shelf share—then flags damage, duplicates, or tampering. Each store is scored by banner, regions, or campaign, and generate evidence-based tasks for fixes and replenishment.
  2. Time-stamped, geo-tagged photos and live dashboards give every partner the same indisputable facts.
  1. ChatBI provides plain-language Q&A and ChatCTV searches clips instantly.
  2. Pre-built retail intents and open APIs sync POS, OMS and ERP so every team shares one set of definitions and context.
Benefits
  1. Lower losses, faster checkout, safer stores, full shelves, uniform execution across formats and partners
  2. Fact-based decisions, proactive governance with clear accountability
  3. Pilot-to-thousands scaling, predictable cost, ChatX-ready foundation
  1. Faster seating and service, steadier guest experience, and higher daily covers.
  2. Coaching and KPIs becomes specific and fair using shared evidence; standards travel quickly across the estate without extra headcount.
  3. HQ gains one simple view to compare venues and keep operations on script.
  1. Consistent shelf presence
  2. Justified budgets and enhanced execution
  3. Stronger retailer ties through shared facts
  1. Minute-speed decisions with early, aligned action
  2. Daily insight habit for every manager—from analysts to the frontline—tightening governance and reinforcing the A³ loop network-wide

Chain Retail: Grocery & Wholesale

Pain Points
  1. Daily shrink, shoplifting, missed scans, queues, shelf gaps and safety events go unchecked across formats and contractors, leaving investigations slow and SOP uneven.
  2. Promotions, replenishment and staffing have no single owner or rhythm. Issues stay issues while managers chase documentation and proof instead of running the store.
Approaches
  1. EdgeX features 11 functions in one box for you to prevent loss, map traffic, manage queues, verify checkout, spot shelf gaps, check SOP, monitor facility, flag intrusion, and track O2O handover.
  2. Staff get phone alerts while HQ dashboards rank stores, reveal repeat root causes, and enable fair cross-format comparisons, turning every event into a single Archive → Analysis → Action loop.
Benefits
  1. Lower losses, faster checkout, safer stores, full shelves, uniform execution across formats and partners
  2. Fact-based decisions, proactive governance with clear accountability
  3. Pilot-to-thousands scaling, predictable cost, ChatX-ready foundation

Chain Bistro & Restaurants

Pain Points
  1. Traffic spikes and congestion spots (host stand, pickup zone, narrow aisles) are spotted too late, causing uneven table turnover and guest experience.
  2. Real-time guest flow does not align with labor planning or promotions, so staff are over-allocated in quiet periods and under-supplied during peaks, cutting both sales and satisfaction.
Approaches
  1. Live views of table status, zone heat and queues, while video documentation pushes teams to fix issues fast.
  2. Dashboards turn live footfall and seating data into optimal staffing and promotion plans, replicating best practices across every venue.
Benefits
  1. Faster seating and service, steadier guest experience, and higher daily covers.
  2. Coaching and KPIs becomes specific and fair using shared evidence; standards travel quickly across the estate without extra headcount.
  3. HQ gains one simple view to compare venues and keep operations on script.

Brand Marketing Audit & Compliance

Pain Points
  1. Campaign execution differs by facing, label, POSM, tag, shelf share, and pack quality—slowing replenishment and cutting ROI.
  2. Brands, distributors, and retailers work from mismatched data, leaving budget and incentive decisions unresolved.
Approaches
  1. SnapX turns photos into data—SKUs, counts, prices, planogram, POSM, promotion tags, and shelf share—then flags damage, duplicates, or tampering. Each store is scored by banner, regions, or campaign, and generate evidence-based tasks for fixes and replenishment.
  2. Time-stamped, geo-tagged photos and live dashboards give every partner the same indisputable facts.
Benefits
  1. Consistent shelf presence
  2. Justified budgets and enhanced execution
  3. Stronger retailer ties through shared facts

Ask-to-Insight Across Markets

Pain Points
  1. POS, operations and video sit in separate systems and weekly reports arrive late and a single incident needs hours of manual video search. Regions wait for scarce analysts, so action is delayed.
  2. Leaders lack instant insight into store-specific issues and recurring alert hotspots, delaying corrective action.
Approaches
  1. ChatBI provides plain-language Q&A and ChatCTV searches clips instantly.
  2. Pre-built retail intents and open APIs sync POS, OMS and ERP so every team shares one set of definitions and context.
Benefits
  1. Minute-speed decisions with early, aligned action
  2. Daily insight habit for every manager—from analysts to the frontline—tightening governance and reinforcing the A³ loop network-wide

Edge–Cloud Retail AI Service Architecture

Edge–Cloud Retail AI Service Architecture

Edge Inference (EdgeBox)

EdgeBox decodes video, grabs key frames, runs AI, and caches results locally for speed and low bandwidth.

Elastic Foundation Model Inference (AI Compute Cluster)

Vision-language models on Huawei Cloud AI Compute Service with multi-node inference, load balancing, and auto scaling to meet high-concurrency, real-time recognition.

Microservices Architecture (Application Cluster)

End-to-end services are decoupled into microservices for modular composition, rapid iteration, and cross-project reuse, improving maintainability and extensibility.

Cloud Collaboration & Asynchronous Processing

Secure access and unified scheduling via EIP and API Gateway; supports asynchronous upload to OBS, caching, and parallel storage of structured data to speed result delivery and the model-training loop.

Related Services

Success Stories on Huawei Cloud

Success Stories on Huawei Cloud

About AiMall — Enterprise Retail A³ AI Partner

About AiMall — Enterprise Retail A³ AI Partner

Shenzhen AiMall Technology Co., Ltd.

AiMall provides turnkey enterprise-level AI solutions to retail industry for Workflow Process Automation. We customize full-stack A³ (Archive-Analysis-Action) agents for diverse scenarios (marketing/operation/logistics). We achieve this goal by leveraging a cutting-edge fine-grained large language and vision models.

  • Shenzhen AiMall Technology Co., Ltd.

    AiMall provides turnkey enterprise-level AI solutions to retail industry for Workflow Process Automation. We customize full-stack A³ (Archive-Analysis-Action) agents for diverse scenarios (marketing/operation/logistics). We achieve this goal by leveraging a cutting-edge fine-grained Large Language and Vision models.

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