SPS-INDUSTRY / SCALE1M+ PRODUCTS
Discovery built on data operations
The AI-commerce approach is being developed in a large B2B system where product information, translations, SEO and media already depend on controlled data workflows.
- Large product and category structure
- Automated content and translation workflows
- Stable identifiers and commercial data
- Human-controlled quote direction
This is an ongoing system-development direction, not a claim of guaranteed AI placement.EXPLORE THE SPS-INDUSTRY CASE ↗
BASEBULK / INDUSTRY SEMANTICSNICHE MARKETPLACE
Products need domain meaning
Basebulk demonstrates why AI-discovery work must understand the industry: fractional quantities, quality documents, specialised attributes and manufacturing services.
- Industry-specific categories and attributes
- Weight and fractional product rules
- Quality and specification documents
- Products and services in one discovery space
The case demonstrates catalog complexity; it does not claim a completed AI-readiness rollout.EXPLORE THE BASEBULK CASE ↗