Illustrative parcel sorting for online retail fulfilment

Testing an AI-Assisted Shopping Journey

Type

Pre-MVP, Readiness Assessment, Shopping Demonstrator

Industry

Retail

Anonymous retailer. The company worked with 10Clouds to test how its product data could support AI-assisted shopping. The completed pre-MVP combined a catalogue-readiness assessment with a standalone shopping demonstrator in a controlled test environment. It was not a production deployment.

Services

Agentic CommerceProduct DiscoveryAI/ML

Technologies

Product feedsSemantic searchMagento sandbox

The question

Could the retailer's existing product data support useful search, discovery, and recommendations in an AI-assisted shopping journey?

The pre-MVP assessed the catalogue, tested customer-facing interactions, and identified the technical and data gaps to address before a possible later production phase.

A controlled pre-MVP

The team assessed the available product feed and mapped catalogue-readiness gaps. A small illustrative enhanced-feed sample showed a possible future direction. Full catalogue optimization remained outside the completed scope.

A standalone shopping demonstrator then tested product search and discovery, recommendations, comparison, and cart building. The controlled scope included a Magento sandbox to demonstrate a cart handoff from the shopping demonstrator into a sandbox commerce environment.

Pre-MVP flow: product feed and catalogue assessment, an illustrative enhanced sample for a possible future direction, a shopping demonstrator, a Magento sandbox handoff, qualitative test findings, and a production backlog

What the work produced

Friends & Family testing yielded qualitative findings about search, recommendations, and the shopping journey. The team also prepared technical documentation, a readiness assessment, and an optimization backlog.

Together, these outputs documented what the retailer could improve before a possible later production phase: catalogue quality, integration boundaries, and the next tests to run.

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