Environment, climate and disaster risk

Hazard screening, monitoring and evidence assembly with stated limitations

Environmental and disaster-risk work depends on heterogeneous spatial data and must state its own uncertainty to be usable.

Conceptual visualization only

The operational problem

Assessments combine hazard layers, exposure data and field observations of very different quality. Conclusions drawn without stating the limitations are not defensible, and manual assembly makes updating them expensive.

Use cases we build

Each one runs as agent work with a named human checkpoint before anything is released.

Exposure and proximity screening

Problem: Which assets, settlements or habitats fall within a hazard extent.
Agent work: Geodesic buffering and intersection against your hazard and exposure layers.
Human checkpoint: Geometry and coordinate-system validation is confirmed before results are used.

Monitoring report assembly

Problem: Periodic reports are rebuilt manually from the same recurring sources.
Agent work: Structured assembly with every figure linked to its source dataset and date.
Human checkpoint: The environmental lead approves the report before release.

Field observation structuring

Problem: Field notes and photos stay unstructured and unusable at scale.
Agent work: Extraction into a defined observation schema with location and time.
Human checkpoint: Uncertain records are queued for review rather than accepted.

Change detection intake

Problem: Change products arrive without consistent validation.
Agent work: Ingestion checks, extent plausibility checks and a rejection report.
Human checkpoint: Analysts confirm the change extent before it informs a decision.

Data we typically work with

Typical inputs

Hazard, exposure and protected-area layers
Field observations, surveys and photo records
Monitoring time series and change products
Institutional reports and assessment archives

What the delivered system contains

Validation step that holds results until the checks are reviewed
Limitations stated alongside every derived figure
Map, table and report outputs from the same validated run
Full audit trail for assessments that may be challenged

Governance position

Uncertainty and data gaps are reported, never smoothed over
No hazard conclusion is issued without human approval
Source datasets and their dates are always named

We do not publish performance figures for work we have not measured with a client. Baselines are agreed during the assessment and measured afterwards.

Talk to us about environment

Describe the work. Your request becomes a tracked lead and a specialist replies.