- Added Step 7: Learning (feedback loop from Business Impact to Intelligence)
- Control Intelligence definition: LandveX produces Control Intelligence, not AI
- Three target customer cases defined:
1. Municipality — Inspect or wait? (Maintenance prioritization)
2. Property Owner — Repair now or plan later? (Cost vs risk)
3. Contractor/Operations — Which action first? (Operational planning)
- Validation requirements: Run each case through full pipeline, document breaks,
revise only after data contradicts model
- Communication principle: Observation → Analysis → Recommendation
(AI is implementation, recommendation is product)
Rationale: Stop modeling, start observing. Model changes when data contradicts
it, not before. Three real customer cases before freezing.