Commerce AI
AI-Powered E-commerce Intelligence
Semantic search, visual product matching, personalized recommendations, and inventory intelligence for modern e-commerce. Boost conversions 32% with AI that understands your products and customers.
The E-commerce Search Problem
Traditional keyword search is frustrating for customers and costs you sales:
- •No results for natural queries - "Rod for salmon fishing" returns nothing, exact SKU needed
- •Zero personalization - Same results for everyone, regardless of preferences or history
- •Missed cross-sell - No intelligent "you might also like" recommendations
- •Manual categorization - Spend hours tagging and categorizing new products
- •No visual search - Customer sees competitor product photo, can't find your equivalent
Commerce AI: Semantic search, visual matching, personalized recommendations, +32% conversion.
Features
Semantic Product Search
Natural language search that understands intent. "Fishing rod for salmon in rivers" finds exact matches even if product descriptions use different words.
- •Vector embeddings (OpenAI)
- •Semantic similarity matching
- •Intent understanding
- •Multi-language support
- •Fuzzy matching for typos
- •Context-aware ranking
AI Product Recommendations
GPT-4 analyzes customer behavior, purchase history, and product attributes to suggest relevant items. "Customers who bought X also liked Y" on steroids.
- •Collaborative filtering
- •Content-based matching
- •Behavioral analysis
- •Cross-sell suggestions
- •Upsell opportunities
- •Bundle recommendations
Smart Category Classification
Automatically categorize products using AI. New products get tagged and categorized instantly without manual effort.
- •Auto-categorization
- •Multi-label classification
- •Attribute extraction
- •Tag generation
- •Hierarchy building
- •Confidence scoring
Visual Search
Upload a photo, find similar products. Customer sees a competitor's product? Upload the image and find your equivalent.
- •Image similarity search
- •Color/style matching
- •Object detection
- •Brand recognition
- •Multi-image support
- •Mobile camera integration
Personalized Shopping
Tailor product listings, search results, and recommendations to each customer based on behavior, preferences, and purchase history.
- •User behavior tracking
- •Preference learning
- •Dynamic ranking
- •Personalized homepage
- •Email recommendations
- •Segment-based targeting
Inventory Intelligence
AI predicts which products will sell, optimal stock levels, and automatic reorder suggestions based on seasonality and trends.
- •Demand forecasting
- •Seasonal trend analysis
- •Reorder point calculation
- •Dead stock detection
- •Price optimization
- •Sales velocity tracking
Semantic Search in Action
Traditional Keyword Search
Customer searches: "Fishing rod for salmon in rivers"
Results: 0 products found
Why? Product descriptions say "lax" (Swedish for salmon) and "flod" (river), no exact keyword match.
Commerce AI Semantic Search
Same search: "Fishing rod for salmon in rivers"
12 products found, ranked by relevance:
- 1.Abu Garcia Diplomat Lax 10-30g (98% match) - "Perfekt för laxfiske i flod"
- 2.Shimano Nexave CX 20-50g (94% match) - "Allround för havsöring och lax"
- 3.Savage Gear MPP2 (91% match) - "Salmon river spinning rod"
AI understands: "salmon" = "lax", "rivers" = "flod", matches semantic meaning not just keywords.
Intelligent Recommendations
Beyond "Customers Also Bought"
Commerce AI uses GPT-4 to understand product relationships, customer intent, and context:
🎣 Cross-Category Bundles
Customer buys salmon rod →
AI suggests: Salmon lures, leader line, landing net, waders. Complete fishing setup, not just similar rods.
⬆️ Smart Upselling
Looking at budget rod →
AI shows mid-range option with reviews highlighting durability, longer warranty. Converts 18% to higher tier.
🕐 Time-Based Suggestions
Spring season detected →
Promote pike/perch gear (active in spring), de-emphasize ice fishing equipment automatically.
👤 Personalized Picks
Returning customer history →
"Buys premium brands, likes Abu Garcia, fishes salmon often" → Show new Abu Garcia salmon gear first.
Integrations
WooCommerce
Native integration
Shopify
App & API
Custom Stores
REST API integration
Product Feeds
Google/Facebook sync
Tech Stack
AI & Search
- •OpenAI Embeddings
- •GPT-4 (recommendations)
- •CLIP (visual search)
- •pgvector (PostgreSQL)
Backend
- •FastAPI (Python)
- •PostgreSQL + pgvector
- •Redis (caching)
- •Celery (async tasks)
Frontend
- •Next.js 15
- •TypeScript
- •@eagle/ui Design System
- •Search UI components
Business Impact
Redo att förbättra din e-handels intelligens?
Vi kan integrera Commerce AI i din WooCommerce/Shopify-butik eller bygga en liknande lösning. Semantic search, AI recommendations, +32% conversion.