Daphnis Labs
Product & App Engineering

Sinzo

From supplier data to a China-to-India commerce product

Supplier-data scraping and AI engineering for a cross-border shopping and warehouse platform.

The project

Indian buyers needed usable product information from multiple Chinese suppliers, with warehouse tooling to support the operation. Further commerce development is currently paused.

About these images

Presentation demo — not a production walkthrough.

Industry
Cross-border commerce
Our role
AI & data engineeringIdentity & product designWeb & mobile developmentWarehouse software
Technology
Next.jsExpressOpenAI APIs
Supplier sourcing scope
500,000+ supplier SKUsAuthorised vendor data

From supplier records to commerce workflows

We built the supplier-data pipelines and integrated the AI services. Work on the cart and order flows is still in progress.

  1. Import supplier data

    Built scraping pipelines to bring authorised vendor records from AliExpress and Pinduoduo into Sinzo.

  2. Prepare the catalogue

    Translate descriptions, remove duplicates, map categories, convert prices, process images and prepare stock updates.

  3. Deploy the AI services

    Deployed a dedicated LLM with inference engineering and integrated OpenAI APIs. The AI work covers catalogue processing and shopping assistance.

  4. Commerce integration — in progress

    Ongoing work covers selected variants and quantities, cart checks for stock, price and ownership, and server-side order creation.

A closer look at the shopping journey

Review the bag

The selected variant, quantity and order summary carry through to the bag before checkout.

A shared starting point

Identity and logo design were included in the engagement, giving the business a brand foundation while its software was being developed.

What are you building?

Bring us your idea. We’ll shape the next step together.

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