Retail

Connecting Customers, Commerce and Every Retail Touchpoint

Retail intelligence connecting customers and commerce as one

Retail Intelligence
for Resilient Omnichannel Growth

An omnichannel growth architecture powered by retail intelligence

By connecting customers, products, stores, and supply chains in an integrated way, we improve operational efficiency while strengthening both the stability of digital services and the customer experience.

Defined Friction Points

Retail Challenges in Data-driven & Secure Operations

The challenges of data-driven retail operations

Cyber Security
01

Growing Retail Attack Surfaces

  • -External exposure expands to include customer accounts, payments, e-commerce, SaaS, and supply chain systems
  • -Account takeover and service disruptions directly affect revenue and customer trust
02

Complex Security Operations Across Retail Ecosystems

  • -Security events across cloud, stores, supply chains, and external services are managed in a fragmented way
  • -Rising alerts and limited security staff slow down threat analysis and response
Strategic Data Intelligence
01

Fragmented Retail Intelligence

  • -POS, online store, membership, and inventory data are scattered, making it difficult to grasp customers, products, and inventory in an integrated way
  • -Demand changes and inventory flows cannot be connected in real time, delaying pricing, promotion, and ordering decisions
02

Execution Gap Across Stores & Supply Chains

  • -Operational automation, inventory management, order processing, and store tasks are run largely through repetitive manual work
  • -Omnichannel processes such as cross-channel delivery, in-store pickup, and returns are disconnected, reducing operational efficiency
Industry Approaches

Retail Intelligence Framework for Growth & Protection

Retail operational visibility limited by fragmented data

Digital Commerce Protection

Commerce Threat Management

  • - Correlating CTI, dark web, and leaked credentials to proactively identify threats to brands, customer accounts, and e-commerce services
  • - Using ATO and bot intelligence to detect account takeover, card testing, and malicious automation, strengthening the trustworthiness of online transactions

Unified Security Operations

Business-Centric Exposure Management

  • - Using ASM, the attack paths and exposed assets across e-commerce, SaaS, cloud, and supply chain assets are continuously verified
  • - Based on AI SOC and business impact analysis, detection, analysis, and response are optimized around service impact

Retail Ontology & Knowledge Intelligence

Semantic Commerce Intelligence

  • - Using ontology and knowledge graphs, customer, product, inventory, and channel data are connected to analyze customer behavior and product relationships in an integrated way Through a semantic layer, decision-making and collaboration efficiency are improved across merchandising, marketing, and store operations teams
  • - Integrating the operational context of production, quality, equipment, and procurement teams through a semantic layer, and supporting consistent manufacturing decisions through multi-domain cross-analysis

Agentic Store & Fulfillment

Retail AI Orchestration

  • - AI agents automate store operations, inventory replenishment, price changes, and order and return tasks to improve on-site operational efficiency
  • - Using predictive fulfillment, demand forecasts are linked with supply chain data to optimize inventory allocation and fulfillment operations
Use Cases & Operational Success

A customer data-driven AI analytics case at global retailer L

43 million member records

A generative AI-powered retail trend analysis service

Using ontology, knowledge graphs, and RAG, we correlated the consumption data of 43 million members with external news data to deliver trend analysis and generate customized reports. Through a domain-specific LLM and AI Chat, we provided context-based analysis and Q&A on customer behavior, product sales, and market trends, supporting product development and marketing strategy.

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