Commerce & platforms / PROPOSED CONCEPT
Commerce concierge.
Help a customer choose with confidence.

The opportunity
A real need.
A considered response.
A shopper may know the outcome they want but not the right product. A guided assistant can compare compatible options and explain what the catalogue actually supports.
Retailers with structured product information and reliable stock data.
What would this look like for you?
Ask the architect to connect this concept to your systems, or challenge its assumptions.
The experience
What this could make possible.
Grounded comparisons
Stock-aware recommendations
Cart and checkout handoff
Understand the need
→Compare relevant products
→Confirm compatibility
→Hand over to checkout
Under the surface
The engineering
behind the experience.
Architecture is a starting hypothesis. Discovery and representative tests decide what belongs in the first build.
01Architecture to explore+
- Structured catalogue retrieval
- Inventory and pricing queries
- Commerce protocol or API integration where supported
02Integration dependencies+
Product catalogue, Inventory API, Commerce checkout. Confirm access, data ownership, update frequency and failure behaviour during discovery.
03Validation and human control+
Review product accuracy, unsupported recommendations and stale prices. The customer confirms the purchase. Check merchant eligibility and current protocol support.
A useful first step
Start small.
Learn something real.
One product family, a small set of comparison tasks and a cart handoff.
Evidence to look for
Review product accuracy, unsupported recommendations and stale prices.
A boundary to design for
The customer confirms the purchase. Check merchant eligibility and current protocol support.
Proposed scope, not a delivery commitment. Data, permissions, operational constraints and sector requirements need review before implementation.
Connected capabilities
Generative AI & LLM DevelopmentWebsite & Web Application DevelopmentBackend, API & Integration EngineeringResearch behind the direction
GoogleUniversal Commerce Protocol updates ↗These sources inform technical possibilities. They do not demonstrate a Tomatrix deployment or endorse this proposed product.
From possibility to a conversation
Make this
your starting point.
Add a little context. Preview a practical brief, then keep it for a conversation with Tomatrix.
Built locally from this concept. No AI service is called and nothing is submitted. Please leave out confidential information.
Preview your concept brief
PRODUCT EXPLORATION: Commerce concierge Status: Proposed concept — scope and feasibility to be agreed. Our context: To be discussed. Who this could help: Retailers with structured product information and reliable stock data. A useful first pilot: One product family, a small set of comparison tasks and a cart handoff. What to evaluate: Review product accuracy, unsupported recommendations and stale prices. Important boundary: The customer confirms the purchase. Check merchant eligibility and current protocol support. Integrations to explore: Product catalogue, Inventory API, Commerce checkout Concept reference: /products/commerce-concierge
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