Use case: construction and real estate

Monitoring construction progress

Satellite imagery can track construction progress, especially on large sites, works spread over many sites and remote locations. Comparing successive images shows indicators such as cranes being set up or removed, construction materials, trucks and new buildings. Owners and lenders receive regular information without being on site, and inspections can be planned where they are needed.

Reference
UC-15
Technologies
  • Earth observation
Challenge
Asset and infrastructure monitoring
Updated
Published by
LETO SPACE

01When you need it

Who needs it

Construction companies see the progress of their own work. Infrastructure owners and financing institutions usually cannot be present on site during the whole construction phase, yet they need regular and reliable information about progress to make sound decisions Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu).

Satellite progress monitoring is most relevant to large construction sites such as gigafactories and airports, to works spread over many sites with many actors, such as new metro lines and stations, and to construction in remote locations Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu).

02Technology

How it works

The method is change detection. Successive satellite images of the same site are compared, and the differences are read as indicators of progress: cranes set up or removed, construction materials and waste on site, trucks, and new buildings Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu). EUSPA describes this as monitoring, in near real time, of the progress anywhere on the site Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu).

Artificial intelligence helps automate this work. Change detection based on pattern recognition and object characterisation is key to infrastructure management, and machine learning helps process the growing volume of satellite data Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu). How AI turns images into information is the topic of our use case on analysing satellite imagery with AI.

Two related techniques complement progress monitoring. Radar interferometry can monitor ground deformation in the vicinity of a construction site Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu); see monitoring ground motion with InSAR. On site, GNSS feeds building information models with high-accuracy positions of the construction assets Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu).

03Data

Which data and satellites

DataWhat it showsExample
Very high resolution optical imagesObjects on site: cranes, materials, trucks, new buildingsCommercial missions
High resolution optical imagesLarger changes across the siteCopernicus Sentinel-2, 10 m, revisit five days
Radar imagesAcquisitions through clouds and at nightCopernicus Sentinel-1 and commercial radar missions

Very high resolution and frequently updated images are what makes satellite progress monitoring possible, and EUSPA counts both optical and radar images among them Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu). Sentinel-2 images have a resolution of 10 m and a revisit time of five days Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int).

Four satellite images of the same area in western Graz, labelled 2017, 2019, 2021 and 2025. Green fields in 2017 become bright bare ground in 2019 and 2021; in 2025 new building blocks stand on the same area.
The Reininghaus neighbourhood in western Graz in four Copernicus Sentinel-2 images of 4 August 2017, 30 June 2019, 14 June 2021 and 1 September 2025. Each frame covers about 2 by 2 km. At 10 m resolution the frames show the change across the area, from fields to bare ground to new buildings, but not single objects such as cranes or trucks.Contains modified Copernicus Sentinel data 2017, 2019, 2021 and 2025, processed by LETO SPACE. Data accessed through the Sentinel-2 collection maintained by Element 84 on AWS Open Data. Source: Copernicus Sentinel data (European Union, ESA), Sentinel-2 Cloud-Optimized GeoTIFFs maintained by Element 84 on AWS Open Data, accessed 8 October 2026Copernicus Sentinel data (European Union, ESA), Sentinel-2 Cloud-Optimized GeoTIFFs maintained by Element 84 on AWS Open DataCopernicus Sentinel-2 Level-2A scenes of tile 33TWN, 4 August 2017, 30 June 2019, 14 June 2021 and 1 September 2025accessed 8 October 2026Open source (opens earth-search.aws.element84.com)

04Deliverables

What you get

05Limits

Limits

06Next steps

How we help

Progress monitoring is useful when it feeds a decision, for example a payment milestone, a lender's report or a programme review. In a strategy engagement we check whether satellite data answer your question better than the reports you already receive. We then write the requirements: indicators, image resolution, reporting interval and delivery format.

More on requirements and procurement

The marketplace on Spacegraph, our discovery platform, has a use-case category for site and construction monitoring.

07Use cases

Frequently asked questions

Q1Which image resolution do we need?

It depends on the indicator. Copernicus Sentinel-2 images are free Source: European Commission, DG Defence Industry and Space (EU Space portal), accessed 7 October 2026European Commission, DG Defence Industry and Space (EU Space portal)Copernicusaccessed 7 October 2026Open source (opens eu-space.europa.eu) and have a resolution of 10 m Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int), which shows larger changes across a site rather than single objects. Indicators such as cranes, materials and trucks are tracked with very high resolution images, which are what makes satellite progress monitoring possible Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu). The requirements should name the smallest object you need to see.

Q2How often can we get an image of our site?

Sentinel-2 has a revisit time of five days Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int); for very high resolution images, the frequency depends on the mission you buy from. Optical images need a clear sky, while radar images, for example from Sentinel-1, are also available through clouds and at night Source: European Space Agency (ESA), 3 November 2025European Space Agency (ESA)Sentinel-1 mission… did you know?3 November 2025Open source (opens esa.int). Set the reporting interval by the decision the information supports, for example a monthly payment milestone.

Q3How do we start a pilot?

Choose one project with several sites or one large site, and define the indicators that matter for your decision, such as the start of earthworks or the completion of a building shell. Then compare what the images show with your site reports. Our consulting overview shows the path from the problem to operation.

Sources (6)

  1. EU Agency for the Space Programme (EUSPA), 26 May 2026EU Space Market Report 2026, Issue 1 (opens euspa.europa.eu)
  2. EU Agency for the Space Programme (EUSPA), 2024EUSPA EO and GNSS Market Report, Issue 2, 2024 (opens euspa.europa.eu)
  3. European Space Agency (ESA), accessed 6 October 2026Sentinel-2 (mission page) (opens esa.int)
  4. European Space Agency (ESA), 3 November 2025Sentinel-1 mission… did you know? (opens esa.int)
  5. European Commission, DG Defence Industry and Space (EU Space portal), accessed 7 October 2026Copernicus (opens eu-space.europa.eu)
  6. Copernicus Sentinel data (European Union, ESA), Sentinel-2 Cloud-Optimized GeoTIFFs maintained by Element 84 on AWS Open Data, accessed 8 October 2026Copernicus Sentinel-2 Level-2A scenes of tile 33TWN, 4 August 2017, 30 June 2019, 14 June 2021 and 1 September 2025 (opens earth-search.aws.element84.com)

Contact

Following several construction projects at once? Let us work out what satellite data can show, and how often.

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