AI that moves 200,000 SKUs an hour.
We engineer AI into retail and e-commerce workflows. Category mapping at 95%+ accuracy (mcgrocer case study). RAG-powered product search. Agentic merchandising. Real-time recommendation systems.
The catalogue scales — the manual work was never going to.
Catalogue scale
Hundreds of thousands of SKUs across thousands of vendor partners. Manual mapping is months of work, and the catalogue keeps growing while you do it.
Taxonomy drift
Vendor categories don't match your taxonomy, your taxonomy doesn't match the buyer's mental model, and every refresh introduces fresh inconsistency.
Confidence thresholds
An automated classifier that's right 70% of the time is useless. The bar is high-90s with calibrated confidence — and a clear escalation path for the long tail.
Multilingual product data
Titles, descriptions, and attributes arrive in multiple languages and inconsistent character sets. Search has to work across them; merchandising has to respect them.
Real-time relevance
Stock, price, and promotions shift hourly. Recommendations and search rankings have to keep up — stale relevance signals are worse than no relevance signals.
Six capabilities engineered into the catalogue's daily motion.
Automated category mapping
LLM + vector similarity hybrid. Hundreds of thousands of SKUs classified into deep taxonomies at 95%+ accuracy — hours, not months.
Confidence-scored taxonomy
Every classification carries a calibrated confidence. High-confidence flows through; low-confidence escalates to a reviewer with the right context.
RAG product search
Retrieval-augmented search grounded in your product, policy, and inventory data. Buyers find the right SKU; merchants stop losing demand to bad results.
Agentic merchandising
Multi-agent workflows for category planning, promotion ops, and content QA. Repetitive merch work compressed; merchants spend their time on the calls only they can make.
Demand forecasting
Channel- and seasonality-aware forecasting models tuned on your data — feeding replenishment, promotion planning, and inventory positioning.
Personalisation engines
Real-time recommendation systems that balance discovery against conversion — engineered to operate against your conversion goals, not someone else's benchmark.
200,000 SKUs into an 8-level taxonomy at 95%+ accuracy.
200,000 SKUs mapped into an 8-level taxonomy at 95%+ accuracy — engineered with an LLM + vector similarity hybrid, calibrated confidence per classification, and a reviewer flow for the long tail.
Category mapping, RAG search, agentic merchandising, and forecasting — built by an engineering team that ships into the workflow, not a vendor that hands over a slide deck.
The same engineering bar, across adjacent sectors.
Real Estate & Construction
Aedrix document control and CRM, AI shipped into US proptech and UK construction operators — lifecycle workflows and agentic transaction support.
Tourism & Travel
Booking, itinerary, and operations AI for hospitality and travel — multilingual assistants, dynamic pricing, and content automation at scale.
For catalogues that need accuracy, at speed.
Discovery call within 48 hours. Pilot on a slice of your real catalogue — measurable accuracy, measurable throughput, measurable confidence.