boc/AMOS_INTELLIGENCE_ENGINE.md

# AMOS — CONTINUOUS INTELLIGENCE INGESTION & CONTRADICTION ENGINE

Author: Erik Svensson
Date: 2026-06-18

> The objective is not to tell customers what happened.
> The objective is to help customers make better decisions than they could make without AMOS.

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## Core Principle

Every conclusion must be supported by evidence.
Every assumption must be challengeable.
Every narrative must be testable.
Every prediction must be traceable.

The system must actively search for contradictions, inconsistencies and emerging signals.

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## Continuous Ingestion Sources

### Government & Official
- National statistics offices (SCB, Destatis, INSEE, ONS, Census Bureau...)
- Municipal open-data portals
- Transport & infrastructure authorities
- Utility providers
- Planning departments & land registries
- Property transaction databases
- Environmental agencies

### Economic & Commercial
- Trade and commerce databases
- Economic development agencies
- Public procurement systems
- Tourism agencies

### Geographic & Physical
- Open geographic datasets (OSM, Copernicus...)
- Satellite-derived datasets
- Official land-use & zoning datasets
- Official mobility & public safety datasets

### Research
- Academic publications
- Industry associations
- International organizations (UN, World Bank, EU...)

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## Knowledge Normalization

Per source extract:
- Entities, locations, events
- Trends, forecasts, risks
- Assumptions

Convert to normalized knowledge graph with:
- Temporal history
- Source attribution
- Confidence scores

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## Contradiction Detection

Compare official claims vs observed reality:

| Official claim | Observable counter-signal |
|---|---|
| Reported growth | Observed commercial decline |
| Planned investment | Missing construction activity |
| Infrastructure quality rating | Field observations showing deterioration |
| Population growth | Commercial contraction |
| Development plan | Lack of implementation |

Flag all contradictions. Rank by: severity / economic impact / confidence.

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## Hypothesis Engine

For every significant trend:
- Generate competing explanations
- Generate alternative interpretations
- Maintain supporting + contradicting evidence
- Never assume a single explanation is correct
- Maintain multiple working hypotheses simultaneously

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## Red Team Analysis

Every major conclusion is challenged before delivery.

Per recommendation:
- Arguments supporting it
- Arguments opposing it
- Missing data requirements
- Uncertainty assessment
- Confidence level (0–100%)

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## Decision Intelligence Output

Per city / region / district / asset class:

| Horizon | Questions answered |
|---|---|
| Now | What is changing? Improving? Deteriorating? |
| 6 months | What risks are increasing? What opportunities emerging? |
| 12 months | What assumptions appear incorrect? |
| 3 years | Likely structural shifts |
| 5 years | Scenario forecasts |

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## Product Feedback Loop

Continuously identify:
- Information customers seek but cannot find
- Missing observations → recommend new quiXzoom missions
- Insufficient confidence → recommend new observation campaigns
- Recurring customer demand → recommend new intelligence products

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## Output Formats

- Contradiction reports
- Opportunity reports
- Risk reports
- City intelligence reports
- Infrastructure intelligence reports
- Commercial intelligence reports
- Forecast reports
- Executive summaries

All outputs cite sources, explain reasoning, quantify uncertainty, highlight contradictions and alternative explanations.

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## Audit Findings: Top 20 Fixes (2026-06-18)

| # | Action | Priority |
|---|---|---|
| 1 | Remove "10,000+ field agents" — unprovable pre-launch | 🔴 |
| 2 | Fix Swedish h2 tags on English quiXzoom.com | 🔴 |
| 3 | Replace "150–500 kr" with Credits in hero stats | 🔴 |
| 4 | Write methodology white paper (2 pages) | 🔴 |
| 5 | Add /methodology/ page on Landvex | 🔴 |
| 6 | Security page on Landvex | 🟠 |
| 7 | "Illustrative scores" → "Sample output — live from August 2026" | 🟠 |
| 8 | Downgrade Community section on quiXzoom.com | 🟠 |
| 9 | Build Contradiction Engine PoC — one city, one data source | 🟠 |
| 10 | Pilot case study (anonymised) | 🟠 |
| 11 | Pricing/engagement page on Landvex | 🟠 |
| 12 | Stockholm intelligence report (free lead gen) | 🟠 |
| 13 | Separate quiXzoom consumer/enterprise nav | 🟡 |
| 14 | Move Recognition section to /earn/ | 🟡 |
| 15 | City pages on Landvex (Stockholm, Berlin, Milan) | 🟡 |
| 16 | Verify contact@landvex.com works | 🟡 |
| 17 | Remove AMOS from all external communication | 🟡 |
| 18 | Move "Powered by quiXzoom" from hero eyebrow to footer | 🟡 |
| 19 | Add fifth step "Verified & delivered" to backwards logic | 🟡 |
| 20 | Separate quiXzoom B2B page from consumer | 🟡 |