Intelligence Index · Landvex

Where will infrastructure problems emerge next?

Predictive scoring of infrastructure stress points before failures occur, based on observed conditions over time compared against maintenance records and official reports.

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Five dimensions of intelligence.

Each index is built from five independently observed and scored dimensions — combined into a single comparable score.

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Observed deterioration rate

Speed of visible degradation across roads, bridges, utilities and public infrastructure assets.

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Maintenance gap

Delta between required maintenance frequency and observed maintenance activity in the field.

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Official vs observed delta

Divergence between official condition ratings and field observations — the key contradiction signal.

Age-adjusted risk

Deterioration rate adjusted for asset age and original condition — identifies assets aging faster than expected.

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Failure probability

Composite probability score of near-term infrastructure failure based on all observed signals.

Who uses this index.

Maintenance prioritization Capex planning Insurance underwriting

What you receive.

Risk score + failure probability + priority ranking

Sample location · Placeholder score ↓ Risk increasing
44 /100
CriticalModerateStrong
⚠️ Placeholder values for illustration. Live intelligence from August 2026.

How this index detects narrative conflicts.

Infrastructure Risk Index is built on contradiction detection. It systematically compares official maintenance records, inspection reports and asset condition databases against observed reality. When a bridge or road corridor is rated "good" in official systems but field observations show accelerating deterioration — the contradiction score rises, triggering priority review.

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Contradiction Engine — How it works
Field observations are continuously cross-referenced against official records, registers, and published statistics. Divergence above threshold triggers a conflict flag.
Official record
  • ✓ Published condition ratings
  • ✓ Official statistics
  • ✓ Register data
Observed reality
  • ✗ Field observations
  • ✗ Real-time signals
  • ✗ Contradiction flags

Explore related indexes.

🏙️
City Health Index
View index →
🛡️
Risk & Resilience Profile
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🔮
Development Forecast
View index →
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Intelligence outputs are indicative and advisory only. Based on field observations — not investment, financial or legal advice. Landvex AB accepts no liability for decisions made based on these outputs. Methodology →