Retail & E-commerce
Large retailers run millions of product pages, service contacts and pricing decisions. We help you run AI across all of them at a cost per interaction that makes sense.
Why AI stalls in Retail & E-commerce
Retail AI runs at enormous volume: millions of product pages, service contacts and search queries. At that scale, per-token API pricing becomes a major cost, and customer data carries privacy obligations across many jurisdictions.
How we make it work
We combine fine-tuned smaller models for high-volume tasks such as attribute extraction and classification with larger models for complex service conversations. Serving is optimized for throughput and cost, and customer data is processed in the regions your privacy commitments require.
Where private AI pays off first
Catalog enrichment
Generate and clean product attributes and descriptions at scale.
Service automation
Resolve common contacts with grounded answers.
Search & discovery
Semantic search over your full catalog.
Merchandising insight
Summarize reviews and returns into product actions.
Returns analysis
Classify return reasons and route product quality issues.
Localization
Translate and adapt product content for new markets.
Frameworks we design around
We don't certify you, but we build and document systems so your compliance team can map them to the rules you answer to. Every deployment ships with an evidence pack covering data flows, access control, logging, model change management and incident response.
How we typically start
GPU Infrastructure Optimization
Cut inference and training spend with better scheduling, quantization and right-sized clusters.
Explore service →SVC-05Custom Model Fine-Tuning
Adapt open models to your language, documents and workflows with your own data.
Explore service →SVC-04MLOps Pipeline Setup
Automate training, evaluation, deployment and monitoring so models ship like software.
Explore service →Common questions
Can this handle peak season?
Yes. Autoscaling and capacity planning are designed around your seasonal peaks.
Does it integrate with our commerce platform?
Yes, through APIs and data feeds for major platforms and custom stacks.
Find out what private AI would cost you.
A 45-minute call with an engineer, not a sales script. You'll leave with a rough architecture, a cost range and the next three steps.