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Geospatial Machine Learning & AI

Machine learning and AI on satellite imagery — object detection, land-cover classification, change detection and forecasting, integrated into geospatial workflows.

PythonPyTorchTensorFlowGoogle Earth EngineENVI
OVERVIEW

About this service.

We apply machine learning and deep learning to geospatial data. Using high-resolution satellite imagery, we create training data, train models, and apply them to problems such as object and feature detection and forecasting — turning imagery into automated, scalable analysis.

Beyond imagery, we integrate AI into geospatial workflows so detection, classification and prediction can run as part of your pipelines and platforms rather than as manual, one-off steps.

WHAT WE DO

What we do.

Training-data preparation
Object & feature detection
Land-cover classification (ML/DL)
Change & anomaly detection
Forecasting models
AI integration into geospatial pipelines
HOW WE WORK

How we work.

  1. 1

    Problem definition

    What to detect or predict and the success metric.

  2. 2

    Data & labels

    Prepare imagery and training labels.

  3. 3

    Modelling

    Train, validate and tune the model.

  4. 4

    Application

    Run the model over the target area or period.

  5. 5

    Integration

    Deploy into a pipeline or platform where useful.

DELIVERABLES

What you get.

Trained Models
Model Outputs (Detections, Classifications)
Training Datasets
Integrated Workflows
DATA SOURCES

Where the data comes from.

High-resolution satellite imagery
Sentinel / Landsat archives
Client / labelled data
IDEAL FOR

Who this is for.

  • Monitoring programmes needing automated detection at scale
  • Environmental and carbon projects wanting model-based analysis
  • Platforms that need AI built into geospatial workflows
WHY CARTOLYTIC

Why Cartolytic.

  • Remote-sensing and ML expertise together.
  • Models trained on real high-resolution imagery.
  • Built to run in production, not just in a notebook.
FAQ

Frequently asked questions.

What can you detect with ML on imagery?

Objects and features in high-resolution imagery, trained to your target.

Do you build forecasting models?

Yes — predictive and forecasting models on spatial and temporal data.

Can models run automatically over time?

Yes — applied over areas/periods and integrated into pipelines.

Can you integrate AI into our existing geospatial workflow?

Yes — that's a core part of this service.

RELATED INDUSTRIES

Industries using this.

Ready to start a Geospatial Machine Learning & AI project?

Let's talk about your specific needs.

We respond within 24h — based in Bucharest, active globally