CUSTOM AI DEVELOPMENT · RETAIL
CUSTOM AI DEVELOPMENT FOR RETAIL
Start with production-ready retail AI, then extend it with custom builds.
Prime AI’s production retail products cover sizing, virtual try-on, visual search, device intelligence and refund abuse prevention. Our custom team builds on the same engine for the problems products do not cover, from age verification at self-checkout to shelf monitoring and demand forecasting.
Production retail AI: sizing, try-on, visual search
Device intelligence and refund abuse prevention
Custom builds on the same proprietary engine
THE PROBLEM
WHERE RETAIL MARGINS LEAK
Retailers face pressure on every line of the P&L, online and in store.
RETURNS AND ABUSE
Size-related returns and serial returners erode margin.
STORE OPERATIONS
Low stock and slow checkouts cost sales and staff time.
REGULATED PURCHASES
Age-restricted items at self-checkout often need staff intervention.
FORECASTING
Stock and staffing decisions rely on incomplete predictions.
WHAT WE BUILD
CUSTOM RETAIL AI
Custom builds that extend our production retail products.
AGE VERIFICATION AT SELF-CHECKOUT
We assemble age verification from proven components from different vendors, configured to your requirements, from lenient set-ups to strict systems designed so they can’t be cheated. Because the components are proven, it can be deployed quickly.
SHELF MONITORING & INVENTORY TRACKING
Real-time object detection that lets AI-powered cameras detect low-stock items and improve inventory management.
DEMAND, STOCK & STAFF FORECASTING
Predictions that optimise inventory levels and workforce planning, plus AI-driven logistics and delivery optimisation.
CUSTOMER JOURNEY OPTIMISATION
Real-time and historical data used to guide shoppers towards purchase decisions, improving engagement and sales.
AGE VERIFICATION OPTIONS
- Face-scan age estimation
- Liveness tests
- Checks tied to a government-issued ID for approving age at self-checkout
Every retailer’s requirements differ. We are happy to talk you through the options and trade-offs in a free consultation.
Have a retail problem our products do not cover? Tell us about it.
PRIME AI PRODUCTS
START WITH OUR RETAIL PRODUCTS
Production products you can deploy now. Custom AI then extends them to your specific needs.
Predictive sizing that learns from each retailer’s products, sales and returns, plus foot measurement from a single photo.
Shoppers see a garment on their own photo, generated directly on the product page.
Device intelligence: a persistent device ID and real-time risk signals for every visitor, used to stop refund abuse, multi-accounting and promo abuse.
Identifies serial returners, wardrobers and bracketers hiding behind anonymous guest checkouts, the policy abuse that standard card-fraud tools miss.
Custom work is built by the same team, on the same proprietary engine (neural networks, image processing and genetic algorithms), so you can start with a product and extend it with bespoke AI.
HOW WE WORK
FROM FIRST CALL TO PRODUCTION
01
FREE CONSULTATION
Explain your challenge, or just explore how AI could streamline and enhance your current business practices. No commitment.
02
DISCOVERY & SCOPING
We review your data, systems and success criteria, then propose an approach, timeline and budget range.
03
PROOF OF CONCEPT
A focused prototype on your own data, so you can judge accuracy and value before scaling.
04
PRODUCTION & MLOps
Deployment to cloud, on-premise or edge, with monitoring, retraining and ongoing support.
Perguntas Frequentes
RETAIL AI FAQ
Start with a product where one fits: Size & Fit Finder, Virtual Try-On, the Persistent Device ID API or Refund Abuse Prevention. Custom development covers problems products do not, and is built on the same engine.
It depends on how strict you need to be. We assemble age verification from proven components from different vendors, configured to your requirements, from lenient set-ups to strict systems designed so they can’t be cheated. Options range from face-scan age estimation to liveness tests and checks tied to a government-issued ID. Because the components are proven, deployment can be quick. Book a free consultation and we will talk you through the options.
Yes. Models are built around your own data. During discovery and scoping we review what data you have, its quality and format, and whether more is needed before committing to an approach.
Yes. We deploy models across cloud, on-premise or edge environments, with CI/CD, version control, monitoring, drift detection and automated retraining to keep them accurate over time.
Every project is scoped individually, based on the problem, the data available and the accuracy and integration required. We usually start with a focused proof of concept on your own data, and you get an approach, timeline and budget range before any commitment.
You explain your challenge, or simply explore how AI could streamline and enhance your current business practices. We’ll tell you honestly whether AI is the right tool and, if it is, what a sensible first step looks like. There’s no commitment.
RELATED
CUSTOM AI IN RELATED INDUSTRIES
TELL US ABOUT YOUR RETAIL CHALLENGE
Book a free consultation. We will tell you honestly whether AI is the right tool and, if it is, what a sensible first step looks like.