Rivac AI LabsVisual Search & Inventory Optimization
Shoppers increasingly want to search with an image, not a keyword, and catalogs with thin or inconsistent product data lose those customers to competitors who've solved this. This service builds an image-based visual search feature that lets customers find products by photo or screenshot, paired with AI-driven analysis of your catalog and stock data to flag overstock, dead inventory, and mismatched listings. It's for e-commerce and retail catalogs large enough that manual tagging and stock review can't keep up with the pace of new SKUs. Visual search is built directly against your existing product images and catalog structure, so it works with the data you already have rather than requiring a full re-tagging project. The result is a search experience that captures visual-intent shoppers and a catalog with fewer stock and listing blind spots.
This is a capability we deliver for you as a service, not a role we’re hiring for.
How We’d Approach This
A clear, staged plan, not a black box
These are the service-specific steps inside our six-step process.
- 1
Diagnose current search conversion and identify where keyword search fails visual-intent shoppers.
- 2
Pilot visual search against a subset of your catalog to validate match quality on your actual product images.
- 3
Review match accuracy and inventory-flagging results with merchandising before full catalog rollout.
- 4
Launch visual search storefront-wide with an inventory dashboard flagging overstock and listing issues.
What You Get
Deliverables from this engagement
- Visual search feature integrated into your storefront
- Image-matching model trained on your product catalog
- Inventory optimization dashboard flagging overstock and dead SKUs
- Catalog data-quality report for mismatched or thin listings
- Ongoing model updates as new products are added
Six Ways We Could Architect This
Different engagement, different build, pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Read all 6 architectures as text
Lean Fast-Start Architecture
Existing Data
- Product Catalog Images
- Stock and SKU Feed
- Shopper Uploaded Photo
Core Matching Pipeline
- Image Embedding Model
- Vector Similarity Index
- Match Ranking
Stock Rules
- Overstock and Dead SKU Rules
- Thin Listing Flag
Storefront and Team Tools
- Visual Search Widget
- Search Results Page
- Inventory Flag Dashboard
- Merchandising Review
Cloud-Native / Managed Services Architecture
Managed Storage
- Object Storage Bucket
- CDN Image Delivery
Managed ML Services
- Managed Vision Embedding API
- Managed Vector Database
- Serverless Match Function
- Auto Scaling Policy
Catalog and Stock Data
- Managed Catalog Database
- Cloud Data Warehouse
Application Layer
- API Gateway
- Storefront Search Widget
- Inventory Dashboard
- Scheduled Overstock Job
Event-Driven & Automation-First Architecture
Triggers
- New Product Upload Event
- Stock Level Change Event
- Shopper Search Event
Event Bus and Queues
- Event Bus
- Embedding Job Queue
- Stock Rules Queue
Automated Workers
- Embedding Worker
- Vector Index Updater
- Overstock Detection Worker
Automated Outputs
- Visual Search Widget
- Automated Slack Alert
- Inventory Dashboard
Enterprise-Grade & Compliance-Ready Architecture
Access Control
- Single Sign On
- Role Based Access Control
Governed Ingestion
- Catalog and Stock Feed
- Data Validation Gate
- Immutable Audit Log
Redundant Core Services
- Primary Embedding Service
- Standby Embedding Service
- Replicated Vector Cluster
Governance Layer
- Model Version Registry
- Compliance Review Board
Delivery
- Storefront Search Widget
- Inventory Dashboard
AI-Augmented, Human-in-the-Loop Architecture
Inputs
- Shopper Photo Query
- Catalog Images
- Live Stock Data
AI Matching and Flagging
- Image Embedding Model
- AI Match Ranking
- Confidence Scoring
- AI Overstock Prediction
Human Review Gate
- Low Confidence Match
- Merchandiser Review
- Listing Correction
Customer Facing Output
- Live Search Results
- Inventory Action Taken
Integration-Heavy / Ecosystem-Connected Architecture
Client Systems
- Product Information Management
- ERP Inventory Module
- CRM Customer Data
- Ecommerce Platform
Two Way Sync Layer
- Integration Sync Service
- Data Transformer
- Ecommerce Webhook
Visual AI Services
- Image Embedding Model
- Stock Optimization Engine
Feedback Loops
- Analytics Warehouse
- Merchandising Team
- Slack and Email Alerts
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- Vision-Based Quality Inspection Lines
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Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.
Talk to us about Visual Search & Inventory OptimizationMost engagements like this start as a $500–$2,500 pilot, see full pricing.