AI-Powered Change Detection for Defence

Persistent AI-powered change detection for defence operations. Daily 5m satellite coverage with 85%+ detection accuracy across continental-scale monitoring areas.

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Daily, Full-Spectrum Monitoring That Tells You Where to Look and What to Act On

This is persistent, broad-area change detection that scales from targeted installations to continental theatres. No pre-tasking. No temporal gaps. 
No spectral mismatch between acquisitions.

Change detection compares imagery over time. For that comparison to produce reliable intelligence rather than noise, the underlying data must be consistent: same time of day, same viewing geometry, same spectral calibration. Most Earth observation data fails this test. Satellite-to-satellite variation creates false positives that overwhelm analysts and erode confidence in automated detection.

EarthDaily's constellation was purpose-built to solve this problem. Precise orbit control delivers daily coverage at the same local overpass time with consistent viewing geometry across 22 calibrated spectral bands. The result: AI models trained on this data achieve precision and recall exceeding 85% over operationally challenging environments, distinguishing real-world change from sensor artifacts with dramatically fewer false positives.

What the System Detects

AI models tuned for defence applications identify operationally significant changes and suppress benign environmental variation. Detection categories include:

Artificial structures and construction.

New buildings, fortifications, staging areas, ground clearing, and vehicle concentrations detected within 24 hours of appearance.

Human activity and ground disturbance.

Trench construction, road building, vegetation clearing, and patterns of activity that indicate emerging threats or troop mobilization.

Infrastructure changes.

Construction, expansion, or degradation of operationally significant facilities tracked over time through automated comparison against established baselines.

Spectral signatures beyond visible light.

Trench construction, road building, vegetation clearing, and patterns of activity that indicate emerging threats or troop mobilization.

LLM integration enables rapid pattern-of-life analysis across detected changes,
reducing the cognitive burden on analysts working across broad areas.

Operational Applications

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Border and Perimeter Monitoring

Detect incursions, unauthorized construction, and new structures across large areas. Track incremental encroachment through historical change analysis and prioritize response resources based on AI-assessed significance.

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Critical Infrastructure Awareness

Monitor construction, expansion, or degradation near strategic facilities.
Detect reconnaissance patterns through repeated change activity and generate early warning of emerging threats.

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Remote Area Surveillance

Maintain persistent situational awareness across austere environments where ISR assets are limited, monitoring multiple remote AOIs simultaneously from centralized operations centres.

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Decision Support and Alerting

An integrated dashboard aggregates detected changes into actionable intelligence insights with threat prioritization. Optional human-in-the-loop validation enables deeper inspection of critical detections.

In Practice:
Border Security Early Warning

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Challenge:


A defence organization monitors 2,000 km of remote border without sufficient ground patrols or aerial surveillance for continuous coverage. Previous incursions were discovered days or weeks after adversaries established forward positions.


Solution:


EarthDaily provides daily AI-powered monitoring across the entire border region. Machine learning models trained on artificial structure detection identify new construction, vehicle concentrations, and ground disturbance within 24 hours. The dashboard prioritizes detections by operational significance.


Outcome:


When adversary forces begin constructing a staging area near the border, the system detects initial ground clearing on day one. Analysts validate within hours. Commanders gain two weeks of advance warning before the position reaches operational capability, transforming a potential surprise incursion into a managed response with full strategic initiative.

Platform and Integration

Operators access change detection alerts, historical analysis, and temporal visualizations through a secure web platform with role-based access controls. The system integrates into existing defence infrastructure through C4ISR-compatible APIs, ESRI-direct interfaces, and support for modular cloud environments including NATO's MavenSmart System (MSS).

Quarterly model retraining and drift audits ensure resilience against adversary deception and environmental variability. AI inference operates at unclassified levels with full alignment to Principles of Responsible Use (PRUs).

The Right Data for Your Mission

EarthDaily delivers three distinct data products, each optimized for specific operational requirements.
All three are built on the same consistent constellation, share the same geometric precision, and benefit from the same AI-first engineering.

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AiRD:
AI-Ready Data for Automated Analytics

Precise orbit control maintains the same overpass time and viewing geometry daily. When your baseline doesn't shift between acquisitions, AI models distinguish real change from sensor artifacts with confidence. The result: demonstrated precision and recall exceeding 85% over operationally challenging environments.

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Science:
Full Control for Custom Processing

Streamlined 4-band configuration with 8-bit depth, engineered for rapid processing across vast maritime areas. Purpose-built for vessel detection, coastal monitoring, and behavioral analysis at operational scale. Choose Maritime when processing efficiency across millions of square kilometers matters most.

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Science:
Full Control for Custom Processing

10-band top-of-atmosphere data with L1 calibration, including the Coastal band for atmospheric characterization. Built for teams with their own processing pipelines who require maximum spectral information and complete processing control. Choose Science when your team implements proprietary algorithms and needs full-spectrum, unprocessed data.

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Not sure which product fits your requirements?