We're building SAM — the first open-source foundation model purpose-built for shopping and commerce reasoning. Not another chatbot with a search bar.
AI can write poetry and generate art, but it still can't help you find the right laptop. Here's why.
Keyword search returns SEO-optimized results, not the best products. You search for "best headphones for commuting" and get sponsored ads.
4,000 reviews on a product. Which ones matter? Are they fake? What do real users actually think after 6 months? Nobody has time for this.
Is this a real deal or a fake markdown? Was it cheaper last week? Will it drop next month? Dynamic pricing exploits you.
"People also bought" isn't intelligence. Current AI shopping tools are just general chatbots with a product search bolted on.
Amazon recommends Amazon products. Google shows who pays. No tool gives you genuinely unbiased, cross-retailer recommendations.
"Gift for my mom who's getting into birdwatching" — no AI shopping tool today can reason about this. SAM will.
Shopping Agent Model — a domain-specific AI that actually understands products, reviews, prices, and most importantly, what you need.
SAM doesn't just match keywords. It understands your context — who it's for, how it'll be used, your budget constraints, and what actually matters to you.
Deep analysis of thousands of reviews. Extracts real insights per feature, detects fakes, tracks quality changes over time. Not just star ratings.
Historical pricing, cross-retailer comparison, deal quality scoring, and price prediction. Never overpay again.
Beyond specs: real-world performance, total cost of ownership, ecosystem lock-in, future-proofing. The comparison a knowledgeable friend would give you.
SAM isn't just a product — it's a research program. We're publishing papers, releasing benchmarks, and advancing the field.
The first standardized benchmark for evaluating AI on shopping tasks. 10,000+ human-annotated scenarios.
Training methodology, architecture, and evaluation of a purpose-built shopping AI model.
Construction and maintenance of a universal product knowledge graph for AI commerce.