Agentic AI for Retail Operations

Connect and Act Across Commerce, Store, Inventory, and Customer Systems

What We Focus On

Embed Agentic Intelligence Across Retail Operations

Enable retail teams to move from fragmented insights to coordinated execution by embedding intelligence directly within live commerce, store, inventory, pricing, and fulfillment workflows.

Customer Experience & Personalization

Customer Engagement Reimagined with Agentic AI

Real time customer intelligence across commerce, loyalty, service, and store interactions

  • Connect customer signals across ecommerce, mobile apps, loyalty platforms, CRM, service channels, and store interactions.
  • Personalize product discovery, recommendations, offers, and service journeys based on live customer behavior.
  • Improve customer support through AI agents that understand orders, returns, product queries, and service history.
  • Enable consistent customer experiences across digital commerce, stores, call centers, and loyalty programs.
Merchandising & Assortment Intelligence

Merchandising Decisions Reimagined with Agentic AI

Real time assortment awareness across categories, products, regions, stores, and customer demand

  • Analyze category performance, product movement, regional demand, margin contribution, and customer preference signals.
  • Support assortment planning with intelligence connected to sales, inventory, seasonality, trends, and local market behavior.
  • Identify slow moving products, assortment gaps, substitution opportunities, and category performance risks earlier.
  • Help merchandising teams improve product availability, shelf productivity, and localized assortment decisions.
Inventory & Demand Optimization

Inventory Operations Reimagined with Agentic AI

Real time inventory awareness across stores, warehouses, suppliers, orders, and demand signals

  • Forecast demand across stores, products, channels, seasons, promotions, and local market conditions.
  • Detect stockouts, overstock, inventory mismatches, replenishment risks, and fulfillment constraints before they affect sales.
  • Connect POS, WMS, OMS, ERP, supplier feeds, and store inventory data to improve inventory accuracy.
  • Improve replenishment, allocation, warehouse planning, and service levels with intelligence built into live workflows.
Pricing, Promotion & Margin Control

Revenue Decisions Reimagined with Agentic AI

Real time pricing and promotion intelligence across demand, competition,
inventory, and customer response

  • Monitor competitor prices, demand movement, inventory levels, customer behavior, promotion performance, and margin rules.
  • Recommend pricing actions, markdown decisions, offer changes, and promotion adjustments with business context.
  • Identify revenue leakage, discount inefficiency, promotion fatigue, and margin pressure earlier.
  • Help retail teams respond faster to market movement while protecting profitability and customer trust.
Store, Fulfillment & Loss Prevention

Retail Execution Reimagined with Agentic AI

Real time operational control across stores, fulfillment, workforce, returns, and shrink risk

  • Improve store execution through shelf monitoring, task automation, associate assistance, queue visibility, and compliance checks.
  • Optimize order routing, ship from store, pickup, returns, substitutions, and fulfillment exception handling.
  • Detect fraud, return abuse, inventory shrink, suspicious transactions, and self checkout risks with AI driven monitoring.
  • Coordinate actions across stores, warehouses, ecommerce, customer service, logistics, and finance teams.

Build a Trusted Data Foundation Across Commerce, Store, and Inventory Systems

Accelerate retail data readiness through connected pipelines, standardized data models, automated validation, and scalable data engineering architectures.

Establish a reliable data foundation across POS, ecommerce, CRM, loyalty, ERP, OMS, WMS, pricing systems, supplier feeds, product catalogs, inventory data, and store operations to support real time retail decisions and agentic workflow execution.

Retail Data Pipeline Acceleration

Rapidly build and scale data pipelines across POS, ecommerce, CRM, loyalty platforms, ERP, OMS, WMS, pricing systems, supplier feeds, and store systems using ready to deploy data accelerators. Enable faster data availability across merchandising, pricing, inventory, fulfillment, customer experience, and store operations.

Real Time Retail Data Availability

Enable live data access across stores, warehouses, ecommerce channels, customer touchpoints, product catalogs, supplier systems, and fulfillment workflows. Ensure that business teams work from consistent, current, and trusted retail data across planning and execution.

Commerce and Inventory Data Harmonization

Harmonize fragmented data across sales, orders, inventory, pricing, promotions, returns, customer behavior, product movement, and supplier updates. Create a unified retail data layer that supports accurate forecasting, personalization, replenishment, pricing, and operational decisions.

Data Quality and Governance

Maintain retail data quality, consistency, traceability, and control through automated validation, correction, and governance workflows. Ensure that AI assisted decisions across customer experience, pricing, inventory, fulfillment, and store operations are based on trusted and auditable data.

Powered by Agentic AI Marketplace

Deploy Ready to Use Intelligent Agents Designed for Real Retail Workflows

Pre built, domain ready AI agents that integrate directly into retail operations, available now from the RandomTrees AI Marketplace.

These agents help retail teams automate demand planning, optimize pricing, improve customer engagement, generate product content, extract label intelligence, analyze revenue performance, and support faster decisions across commerce, inventory, store, and customer workflows.

Demand Planner Service Level Agent

Helps retail and healthcare supply chain teams forecast demand, monitor inventory holdings, segment customers, and predict service level risks. It supports better replenishment, inventory availability, and supply planning decisions.

Dynamic Pricing Agent

Monitors competitor pricing, demand movement, customer segments, market trends, inventory context, and sentiment signals to recommend pricing actions that improve revenue, margin, and customer response.

Demand Management Agent

The Dispute Management Agent automates accessorial dispute workflows across suppliers, carriers, data warehouse operators, and reporting  analysts. It connects emails, documents, operational evidence, and approval  flows to streamline dispute validation and resolution.

Revenue Insight Agent

Enables retail teams to explore revenue performance through natural language queries, flexible dashboards, and real time business insights for faster decision making across sales, pricing, and growth workflows.

Product Label Extraction Agent

Uses LLMs and vision intelligence to extract text, components, and artwork details from product labels. It helps identify discrepancies between visual content, product information, and compliance requirements.

Product Description Generation Agent

Creates product descriptions and visual content using Generative AI to improve catalog quality, brand consistency, customer engagement, and faster content deployment across commerce channels.

Consumer
Connect Agent

Uses Generative AI and Conversational AI to automate customer and employee query resolution, improve knowledge access, and support faster response across CPG and retail service workflows.

Customer Feedback Virtual Assistant

Collects consumer feedback, performs analytics, and generates custom reports through conversational AI. It helps retail teams understand customer needs and market signals faster.

Smart Shopper Virtual Assistant

Provides personalized product recommendations and real time communication for shoppers. It improves product discovery, customer engagement, sales conversion, and brand loyalty.

Client Use-Case Studies

Customer Intelligence / Marketing Analytics: Turning enterprise customer intelligence into a scalable AI-driven marketing analytics system.

Turning fragmented customer data into structured profiling, segmentation, and campaign intelligence.

Read Case Study

Energy Terminal Operations: Aligning energy terminal statements with inventory reality across storage and movement systems

Discrepancies are identified, validated, and reconciled continuously across shipment, inventory, and terminal workflows.

Read Case Study

Make AI work for you today

Contact our AI specialists to transform customer experience and optimize business processes