Retail & E-commerce
Large retailers run AI on millions of products and customer interactions every day. At that volume, cost per request and peak-season reliability decide whether AI pays off. We build infrastructure that holds up on the busiest day of the year.

What makes AI hard in this sector.
Seasonal traffic spikes
Capacity must scale up for peak and back down after.
Cost per interaction
Small savings per request add up to large numbers at retail scale.
Customer data protection
Personal and payment data needs strict controls.
Where private AI helps.
Product content at scale
Generate and translate descriptions and attributes for large catalogs.
Semantic search
Search that understands what shoppers mean, not just keywords.
Service agents
Answer order and returns questions from approved policies.
Merchandising insights
Analyze reviews and sales signals across categories.
Frameworks we design for.
Our architectures and documentation are built to support audits against the frameworks that apply to you.

Where to start.
GPU Infrastructure Optimization
Cut inference and training cost by raising utilization across your GPU fleet.
Learn moreCustom Model Fine-Tuning
Train models on your own data so they speak your domain and follow your rules.
Learn moreOngoing Managed AI Support
We monitor, patch and improve your AI infrastructure on a monthly retainer.
Learn moreReady to run AI on your own terms?
Book a 30-minute consultation with an infrastructure engineer. You'll leave with a clear view of options, costs and next steps, whether or not you work with us.