ROI diagnostic
Estimate what poor product data costs your organisation across five pillars — manual effort, duplicates, inventory, revenue and risk — and what cleaning it up returns.
Estimated Annual Loss
$929K
Recoverable (60%)
$558K
Where the Loss Sits
Investment
$22K
4% of recoverable
Payback
0.5 mo
Time to break even
3-Yr NPV
$1.34M
10% discount rate
Courses that build the business case
Attribute Model Design for Category Excellence
Data Value Leader path
Deliver a machine-readable data dictionary (CSV or JSON) and a validated attribute rule library that maps high-value categories to UNSPSC/GS1 GPC, UOMs, controlled lists, and ingestion rules.
Designed by Isak Marais, Founder & CEO, AICA Data
- Duration
- 5 hours
- Level
- advanced
- Structure
- 2 Modules (≈ 6 Lessons each)
Automated Classification Systems
Data Value Leader path
Deliver an AICA configuration artifact, rule library and governance checklist implementing hybrid rules+ML classification mapped to UNSPSC and GS1 GPC, with thresholding, exception routing and deployment criteria.
Designed by Isak Marais, Founder & CEO, AICA Data
- Duration
- 4 hours
- Level
- advanced
- Structure
- 2 Modules (≈ 6 Lessons each)
Data Architecture & Integration
Data Value Leader path
Deliver a target master-data architecture diagram and a 90-day implementation roadmap that sequences AICA Platform Golden Record flows into one ERP or EAM system.
Designed by Isak Marais, Founder & CEO, AICA Data
- Duration
- 4 hours
- Level
- advanced
- Structure
- 2 Modules (6 Lessons each)