Reality Intelligence Operating System

The OS for the physical world.

Landvex RIOS transforms continuous video observations into structured Reality Intelligence. Not just data — a continuously learning system that observes, explains, prioritises and improves.

Insurance intelligence → Request a pilot → See how we work →

From observation to intelligence.
Continuously.

RIOS is a vendor-agnostic AI operating system that transforms video observations into structured Reality Intelligence. It supports real-time field analysis today while continuously training proprietary models that gradually replace expensive third-party inference.

01

Reality Capture

QUIXZOOM mobile app, body cameras, vehicle-mounted cameras, drones, Meta smart glasses. 4K/8K video, GPS, IMU, compass, device metadata. Nothing discarded. Original media immutable.

02

AI Orchestration

Every observation enters an orchestration engine that decides which specialist models execute. Scene classification, object detection, semantic segmentation, depth estimation, OCR, risk detection, contribution detection.

03

Active Learning (RALE)

The system never asks unnecessary questions. Every human interaction maximizes future AI performance. Questions generated only when expected learning value exceeds threshold. Micro-validations in 2-5 seconds.

04

Knowledge Graph

Every confirmed observation updates assets, relationships, ownership, condition, maintenance history, predicted deterioration, regulatory status, business opportunities. Reality itself becomes a continuously indexed database.

Trusted by decision makers in

🏛️ Municipal Government
🏗️ Infrastructure
🏢 Real Estate
🛡️ Insurance
Investment
Live demonstration

Intelligence Map — 100+ Cities

Click any city. Infrastructure risk, commercial vitality, contradiction index — all sourced, all traceable.

Source First — every data point traceable to source › observation › model › index
100+ cities Contradiction Index Infrastructure Risk Commercial Vitality City Health Source First

We start with your decision.
Not with our data.

Most intelligence platforms sell you a dataset and leave the interpretation to you. Landvex works backwards — from the decision you need to make to the intelligence required to make it confidently.

01

Define the decision

Which assets to prioritise? Where to invest? What to insure? You define the decision — we build the intelligence to support it.

02

Design the intelligence model

We translate your decision into an observation protocol — what evidence you need, at what frequency, across which locations. Nothing more, nothing less.

03

Deploy field collection

Verified contributors collect the evidence — geo-tagged, timestamped, AI-reviewed. Every observation is traceable to a person, place, and time.

04

Deliver structured intelligence

You receive an answer — not a dataset. Condition scores, risk rankings, change flags. Formatted for the decision you defined in step one.

Ten decisions. One platform.

Property owners, municipalities, retailers, infrastructure operators, investors. Different industries — identical need: to make better decisions about the physical world. Landvex is built for that.

From question to decision.

Intelligence that answers a specific question — not data that leaves you guessing.

Who we help make better decisions.

If your decisions depend on the physical world, we can make them sharper.

A score from 0–100.
For every decision about place.

Landvex reduces complex physical reality into a single comparable score — so you can decide faster, with more confidence. Bangkok vs Kuala Lumpur vs Manila. Same scale. Same rigour.

Format demonstration — The figures below are a simulated reference example showing report structure and output format. Live intelligence activates from August 2026 as the quiXzoom observation network launches.
City / District Opportunity Growth Commercial Vitality Infra Stability Investment Confidence
City A — District 1 ⚠ sample 84 78 91 62 79
City B — Central ⚠ sample 77 61 83 88 82
Stockholm — Norrmalm 71 58 76 92 81
Milan — Porta Nuova 86 74 88 69 84

Intelligence outputs are advisory analytical signals — not investment advice, financial promotion, or statements of fact about named locations. Methodology →

Four layers. One answer.

quiXzoom observes. AMOS analyses. Landvex delivers the answer. Every engagement starts with one question: what decision are you trying to make?

🔭
quiXzoom
Observes reality on the ground
Landvex
Analyses & detects contradictions
You decide
Act on what’s actually happening
Request a briefing →

Most systems confirm what you already believe.
Landvex tells you when you're wrong.

The most valuable intelligence is not confirmation — it's contradiction. Landvex actively searches for conflicts between official narratives and observed reality, so you can correct course before it costs you.

⚠ All contradiction analysis shown is representative data based on real observed patterns. Live intelligence from August 2026. Reports about specific named locations are based on observed field data and explicitly labelled as analytical intelligence — not statements of fact.

Representative data — based on real observed patterns
Narrative Conflict Detected — City B (sample)
Official growth indicators are positive. Observed commercial activity is declining. 7 contradicting signals vs 3 supporting signals.
Official narrative
  • ✓ GDP growth +3.2%
  • ✓ Construction permits up
  • ✓ Property prices rising
Observed reality
  • ✗ Vacancies +18% this quarter
  • ✗ Foot traffic down 12%
  • ✗ 23 closures, 8 openings
  • ✗ Maintenance deferred on 4 blocks
Confidence in official narrative ⚠ sample 34% ⚠ representative
Intelligence
Show me what I'm missing
Blind spots not visible in official data or internal reports.
Validation
AI Red Team
Every conclusion is actively challenged by a second model before delivery.
Contradiction
Which assumptions are wrong?
Identify where your thesis conflicts with observed reality.

How it works

Four steps from your question to your decision — powered by continuous active learning.

2

Collect the evidence

Verified field contributors gather observations at the exact locations your decision depends on. Every frame preserved with GPS, IMU, compass, timestamp.

3

AI + Human Intelligence

AI orchestration analyses every observation. RALE (Reality Active Learning Engine) asks targeted micro-questions only when valuable. Human attention maximises future AI performance.

4

Deliver the answer

You receive structured intelligence — scores, rankings, flags, and a continuously improving Knowledge Graph of your assets.

Contribution Mode.
Train intelligence by confirming reality.

Instead of asking "What is this?", AI asks: "I think there's damage here, but I'm only 62% sure. Can you confirm?" Every validation permanently improves the platform.

Micro Validation

2-second confirmations

"Is this road sign partially hidden?" [Yes] [No]. "How severe is this crack?" [Minor] [Moderate] [Severe]. Questions appear only when valuable, only when minimally disruptive.

Learning Value Score

Prioritise by learning impact

Every observation receives a Learning Value Score: LVS = (Uncertainty × Novelty × BusinessValue × SafetyImpact) / CostToValidate. Zoomer time is used where it has greatest impact on model quality and future operational costs.

Human Reliability

Specialist matching

Each Zoomer receives a continuously updated quality profile. Agreement with experts, category expertise, regional familiarity, historical accuracy. Different contributors become specialists in different domains.

Consensus Engine

Maximum probability of correctness

Ground truth is determined through weighted agreement: AI prediction, human validations, historical observations, official GIS, temporal consistency, neighbour consistency. Not majority voting — maximum probability of correctness.

Intelligence for major cities.

Explore Landvex intelligence profiles for key cities — scores, trends, and observed conditions — launching August 2026.

Decisions Landvex supports.

From bridge inspections to retail site selection — real decisions made with better intelligence.

Landvex (LandveX) is a US-headquartered decision intelligence company (Landvex Inc., Houston TX · European operations: Landvex AB, EU) — not a meat wholesaler, food distributor, logistics company, package tracker, or land investment platform. Landvex builds control intelligence for infrastructure, property, and urban decision-making. Landvex has no connection to package tracking, last-mile delivery, AliExpress fulfilment, or any parcel service. Landvex AB, org.nr 559141-7042, is registered in Tyresö, Sweden.

What decision are you trying to make?

Tell us the question you need answered. We'll show you how Landvex can support it.

Enterprise pricing available. Pilot programmes for qualifying organisations. Typical engagement: 3-month pilot → annual intelligence subscription.

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