An earlier project, from the years before our current focus on AI. We now apply the same experience with data models and reporting where AI agents depend on clean data.
For its China expansion, IBS-PPG needed better transparency across paper mills, decision makers, sales partners, product interests, and active opportunities. Some data sat in IBM Notes CRM, some with local partners, some in web analytics, campaigns, and direct sales feedback.
The challenge was less about a single dashboard and more about the architecture behind it: data sources had to be structured so sales and management could answer the same questions on a recurring basis.
- Which customers and mills belong to the target market, and what status are they in?
- Which products, problems, and campaigns create demand?
- Which partners produce reliable signals, and where does sales need to follow up?



