Satellite analysis
From observations to evidence
See how source selection, analysis and validation support a scoped human review.
Explore the analytical principleSchematic illustration · not measured CRI results.
For banks & institutional lenders
The value of an observation depends on the question, acquisition date, coverage and sensor characteristics. Visible change may support a narrowly defined statement while leaving completion, condition and contractual meaning unresolved. A useful Evidence Pack makes that boundary explicit and records when additional documents or professional assessment are needed.
The public Evidence Pack and The Brief present prepared examples. The CRI demonstrator is in development. The functions available in a demonstration and the scope of any paid engagement are agreed separately. Specialist review remains part of the process.
Satellite analysis
See how source selection, analysis and validation support a scoped human review.
Explore the analytical principleSchematic illustration · not measured CRI results.
A source records what was observed at acquisition. Its processing or publication date can be later, and the review may happen later still. Keep those dates separate. Two usable observations can show a difference between them without establishing exactly when the change happened.
In Neufreimann, the aerial source was acquired on 24 August 2024. That date describes the image; a later milestone needs its own dated records. View the case study.

Historical aerial view · district context
Which dated sources support the milestone review?
Explore this exampleAcquired 24 August 2024. Bayerische Vermessungsverwaltung · CC BY 4.0 · Analyst-defined orientation window, 3BrainAI · District image crop; no mapped asset boundary.

Public record · v0.5
Read the question, dated observations, limits and next review step in the actual document.
Inspect the Evidence Pack3BrainAI · Public illustrative record. No client engagement or bank decision is represented.
Sentinel-2 measures reflected sunlight across 13 spectral bands at spatial resolutions of 10, 20 or 60 metres. The usable detail depends on the band and product. A large surface change may be distinguishable while a small feature or concealed work remains unresolved. Enlarging the displayed image does not create finer source detail. Source: Copernicus Sentinel-2 mission and instrument.
Cloud, shadow and missing or degraded pixels can limit a comparison. Sentinel-2 products include quality information such as scene classification and cloud masks; those indicators also have documented limitations. They require interpretation for the selected area and question. Source: Copernicus Sentinel-2 products and quality limitations.
Sentinel-1 uses synthetic aperture radar, an active microwave sensor with day-and-night, all-weather imaging capability. The returned signal depends on factors including surface geometry, roughness and moisture. It requires a different interpretation from an optical photograph. Source: Copernicus Sentinel-1 mission and SAR principles.
For a bank review, radar suitability must be established for the specific question. A radar change alone does not establish asset identity, engineering completion or contractual acceptance. Sensor capability is not a claim that CRI already operates a validated radar service for every site.
An aerial orthophoto is an aerial photograph corrected for geometric distortion from camera tilt and terrain. It can serve as map-like visual context. It is a different source from a satellite image, with its own acquisition date and resolution. Source: USGS explanation of orthophotos.
The historical aerial view on the CRI page is labelled for orientation. Its product-year reference is not a verified acquisition day; a construction milestone needs the relevant dated technical records.
Confidence in a clearly visible building outline applies to that defined observation. It does not establish completion, technical quality or payment eligibility. Documentary review may still be needed.
Data Quality Uncertainty (DQU) keeps limitations of the source and its fitness for the review question visible: for example coverage, timing, resolution or an unverified boundary. It is distinct from a credit-risk score. These public explanations do not introduce a percentage-accuracy claim or a new scoring threshold.
Read the Evidence Pack status meanings. Evidence quality, an unresolved question and a human’s scoped acceptance are separate parts of a review.
For the intended CRI workflow, the stopping point follows the evidence needed for the question. More images cannot, by themselves, resolve a question that requires an acceptance record, a valuation or an expert inspection.
Bring the asset context, the available source types and the question a responsible reviewer needs to answer. An Evidence Readiness Check can examine whether the evidence and workflow are suitable for a bounded evaluation.
3BrainAI Nexus · Published