Hierarchical Rules &
Dimensional Trend Integrity
Core Capabilities
Four pillars of the enhanced QC system
Fixed Schema + Override Rules
4-Level Cascading Override Architecture
Rule IDs are fixed at Global level. Lower levels can only OVERRIDE existing rules - no conflicts possible.
Trend Analysis
Statistical Anomaly Detection
Dimensional trend integrity with seasonality-aware baseline calculations.
Anomaly Attribution
3-Layer Attribution Model
Explain trend anomalies through statistical analysis, retail calendar, and user-defined events.
AI Integration
Multi-Provider LLM Support
Flexible AI backend supporting Claude, OpenAI, and Gemini for analysis.
Fixed Schema + Override Architecture
Rule IDs defined at Global level - lower levels can only override
No Rule Conflicts
Since lower levels can only override existing rule IDs (not create new ones), there are never conflicting rule definitions.
Source Tracking
Every rule shows where its effective value comes from (Global, Client, Document, or Slide) with full override chain history.
Example: DAT_001 (Variance Threshold)
Implementation Journey
From idea to production-ready solution
Discovery & Design
- Identify QC pain points
- Define rule hierarchy concept
- Design data architecture
Core Engine
- Build rule resolution engine
- Implement override logic
- Create validation APIs
Intelligence Layer
- Integrate AI providers
- Build anomaly detection
- Add trend analysis
User Experience
- Design intuitive interfaces
- Add visual feedback
- Enable human-in-the-loop
Production Ready
- Optimize performance
- Add monitoring
- Deploy & iterate
AI-Assisted Workflow
Human-in-the-loop event confirmation
Ready to Explore?
Navigate through the enhanced Visual QC system and experience the new capabilities firsthand.
A-Eye QC Enhancement | 5 Sprints | 26 Files | ~5,500 Lines of Code
Based on requirements from Circana