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Spatial / Physical-world intelligence

Intelligence for the physical world.

Bring geography, infrastructure, imagery and operational evidence into one coherent view. Keep observed conditions distinct from simulations.

Discuss Spatial
Interactive explainerFictional records · not live product output

Choose observation or scenario, then toggle the layers.

Visible layers: Terrain · Connections · Assets. LOCAL SCHEMATIC NOT TO SCALE INPUTS Imagery Infrastructure Records Telemetry Place COMMON SPATIAL REFERENCE OBSERVED Condition records / imagery / sensors SIMULATED Scenario model / assumptions / analysis review HUMAN DECISION ESTABLISHED HYPOTHETICAL
Local schematic / not a real locationLayers refer to the same place. A scenario does not overwrite the observation.
Observed layer · fictional snapshot

The source time stays attached to the observation.

This is a fixed sample reading, not a live feed. A refresh time would describe retrieval, not make an older observation current.

Sensor record S-04 · fictional sample
Observed: 14 June 2026, 09:00 UTC · reading: 2.1 m.
Evidence boundaryA recent page load does not establish fresh telemetry. Source time, retrieval time and missing coverage are different facts.
Inputs, checks & review limits
Inputs & source boundaries
Geography, asset records, imagery and selected observations. Coverage, resolution, licence and acquisition time belong to each source, not to the map as a whole.
Processing & uncertainty
Align information around place; use domain methods or AI where useful. Observations, inferred relationships and scenario assumptions remain different kinds of information.
Review & operating limits
Inspect what source supports a displayed condition and when it applied. Available feeds and refresh behaviour depend on the deployment; no universal live-telemetry claim is made.

Spatial gives operators a common physical context before analysis begins.

Location is the organizing layer. Infrastructure, imagery, records and environmental context remain connected to the place they describe, so analysis can be traced back to the physical world.

/01

Observe

Bring relevant physical-world information into one geographic frame.

/02

Connect

Relate assets, networks, events, records and conditions around place.

/03

Analyse

Apply specialist methods while preserving the evidence underneath them.

/04

Decide

Present evidence, scenarios and limitations without collapsing them into one state.

Observed is not simulated.

Baseline Observed world

What records, imagery and sensors report about conditions at their stated acquisition or observation time.

≠
Hypothetical Scenario

What a model or analytical method says could happen under explicit assumptions.

Simulation can inform a decision. It does not become evidence of what already exists.

From physical evidence to an informed decision.

Explore the 5-step workflow
/01 Observe Collect the physical-world context relevant to the question.
/02 Connect Relate geography, assets, events, records and dependencies.
/03 Analyse Apply AI, rules or specialist methods appropriate to the problem.
/04 Test Compare scenarios without overwriting the observed baseline.
/05 Decide Keep evidence, analysis and limitations visible to the operator.

Map-centred workflows today.

Working nowCurrent

A map-centred environment for physical-world data, place-based investigation, current and historical context, and selected analytical workflows.

Product development & longer-term direction
ExpandingProduct development

Broader integrations, specialist intelligence, live operational context and reusable deployment patterns.

Longer-termDirection

A governed physical-world intelligence environment connecting world state, specialist analysis, scenarios and controlled action across larger operating contexts.

Current scope: map-centred implementations and selected analytical workflows. Source coverage, freshness, specialist methods and deployment controls are established for each engagement.

How we scope, test and deploy a system

Where physical context matters.

Spatial is most relevant where an organization needs to connect multiple forms of physical-world evidence before it analyses, coordinates or acts.

Government & municipalities

Infrastructure, public works, resilience and complex place-based decisions.

Critical infrastructure

Physical assets, dependencies, environmental conditions and operational context.

Public safety

Conditions, hazards, access and response context around an event.

Investigation

Geographic and temporal reconstruction with evidence attached to place.

Discuss a Spatial requirement.

Start with the place, the operating question, the evidence available and what the decision needs to support.

Contact IQAI →