Demand Is Predicted, Not Reported
Forecast customer behavior, inventory needs, and demand signals weeks ahead of disruption - anchored to point-of-sale and signal data, not legacy assumption.
Industry · Retail & E-commerce
Retail That Sells Itself
From Discovery to Delivery
Transform customer engagement, merchandising, supply chains, pricing, and retail operations with operational-grade AI systems built for modern retail enterprises.
How Retail Operates Now
Intelligent Retail Is Operational, Not Aspirational
Four operational realities define how modern retail enterprises run today. Each is solvable now with operational-grade AI - not roadmap, not pilot.
02
Every Interaction Adapts to Customer Intent
Recommendations, promotions, and journey decisions render in real time against live signal - not static segments built last quarter.
03
Pricing and Merchandising Self-Optimize
Dynamic pricing, planogram fit, inventory rebalancing, and workforce planning run as continuous loops - measured hourly, not quarterly.
04
Decisions Ship at the Speed of Signal
Operational data, customer signal, and supply telemetry flow into one decision layer - surfacing the next action, not last week’s report.
Affine POV
“Affine builds the operational AI layer that turns reactive retail functions into one continuously-running, measurable production system.”
Command the New
AI Agents for Retail
AI Agents Powering Intelligent Retail Operations
Paused
Agent 01
Agentic Commerce
“Be visible, buyable, and winning when AI agents shop for your customers.”
A six-stage program that makes the catalog machine-readable to AI shopping agents, gets it listed and admitted across the major assistant directories, turns on agent checkout, then proves the revenue each improvement earns.
Key Capabilities
- Catalog enrichment that makes every product machine-readable to agents
- Listings plus live price and stock feeds across the major AI shopping directories
- Agent checkout with secure token payments - you stay merchant of record
Business Impact
- Appearance rate 4% → 15-25% of category queries
- Attribute completeness 58% → 95%+
- First agent-attributed revenue inside 12 weeks
Proof, Not Promises
Retail AI in Production
Agentic Retail Enterprise Cockpit for Real-Time Execution
Production retail cockpit delivering real-time business intelligence, operational recommendations, and persona-driven action plans for store and HQ teams.
Measured Impact
- →30–40% faster decision-making cycles
- →10–15% sales uplift across pilot stores
- →Improved operational responsiveness across the chain
Operations & Enterprise Intelligence
Generative AI Customer Sentiment Intelligence Platform
GenAI sentiment engine identifying product attributes that influence customer behavior, returns, and conversion across the catalog.
Measured Impact
- →Reduced negative sentiment by 7–12%
- →Increased click-through rates by ~5%
- →Reduced return rates from ~35% to 25–27%
Marketing & Customer Experience
Shelf Compliance and Planogram Intelligence for a Global Retailer
Computer-vision pipeline automating compliance tracking and real-time in-store visibility across the retail estate.
Measured Impact
- →Faster identification of shelf gaps and out-of-stock SKUs
- →Improved on-shelf availability across stores
- →Reduced manual store-audit dependency
Store Operations
Coupon and Attribute Extraction Using GPT-4V
GPT-4V framework automatically extracting coupon information and business-relevant attributes from PDFs and trade documents.
Measured Impact
- →~80% reduction in manual extraction effort
- →~90% reduction in false positives
- →Faster downstream processing and validation workflows
Operations & Automation
Personalized Promotion Intelligence Engine
Recommendation engine delivering personalized promotional offers at the customer level across digital and in-store channels.
Measured Impact
- →$1M revenue generated in 10 weeks
- →~8% increase in conversion rates
- →~21% increase in promotion redemption
Sales & Merchandising
Generative Virtual Try-On Experience for Digital Commerce
GenAI virtual try-on solution enabling realistic visualization and immersive digital shopping for apparel and accessories.
Measured Impact
- →Improved customer confidence in online purchase decisions
- →Scalable virtual try-on generation across SKUs
- →Enhanced digital engagement and session depth
Digital Commerce & Customer Experience
Where AI Works
Where AI Creates Measurable Retail Impact
Industry Challenge
AI Outcome
Affine Solutions
Demand volatility & stock-outs
Accurate forecasting & replenishment
Forecasting Engines, Inventory Optimization
Margin pressure
Dynamic pricing & promotion intelligence
Pricing Optimization, Promo Intelligence
Fragmented customer journeys
Unified customer intelligence
CDP, Segmentation, Recommendation Engines
Low campaign effectiveness
Hyper-personalized engagement
In-store execution inconsistency
Real-time shelf intelligence
Slow merchandising execution
Accelerated retail creative output
Manual product cataloging at scale
Automated catalog enrichment & discovery
Operational complexity
Autonomous retail operations
Retail Cockpit, AI Agents
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Build the Next Generation of Intelligent Commerce
From predictive operations and intelligent personalization to autonomous retail decision-making, Affine helps enterprises unlock measurable business impact through operational-grade AI systems.