This note confirms what is publicly supported and what is not.
What is public
The public CardX article supports these facts:
- CardX publicly talks about hyper-personalization
- the work sits in a regulated financial-services context
- customer relevance and governance both matter in the workflow
What the case study adds
The case study adds narrow execution details from customer-approved material:
- Pixel ML supported the modeling and offer-optimization workflow
- the system ran in the customer environment
- the work reached production use
What stays private
These details are not on the public website:
- KPI and conversion data
- pricing and offer logic
- architecture and data-pipeline detail
- internal operating and compliance material