Shopping assistance + governed product-content production
CAPABILITY SIGNALAI assistance grounded in governed commerce context
ShopifyGoogle BigQueryOpenAICustomer.io
The build
Two connected experiments: an agentic shopping assistant and a product-page content builder grounded in commerce data and explicit content standards.
Commerce assistants need trustworthy product knowledge and governed customer context; content generators need consistent evidence, taxonomy, and review—not just fluent prose.
System design
What the work explores
ARCHITECTURE VIEWWain AI Commerce Systems system map
01Product truthCatalog + RAG
Shopify
02Customer contextProfiles + consent
Google BigQuery
03Agent toolsMCP actions
OpenAI
04Observable outputReview + activation
Customer.io
Open build details
01
Product-page generation workflow with structured inputs and repeatable quality controls.
02
Shopping-assistant design grounded in catalog knowledge and transactional profiles.
03
Consent and observability considerations before personalization becomes autonomous.
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