THE LIMITS OF AI / GEOAI
The Limits of AI:Geospatial Foundation Models
Do Not Understand Geography
Geospatial foundation models can identify surface objects and spatial patterns.
But spatial representation is not the same as geographic understanding.
Here, “do not understand” means that current models still lack robust, scale-aware and mechanism-oriented geographic reasoning.
01 / OBSERVATION
Models first learn observational representations.
Not geographic mechanisms themselves.
Imagery, maps and trajectories are observations of the world.
They contain geographic information, but are conditioned by sensors, scale and sampling.
is not the same as explaining the processes that produced them.
MOVE / Pixels provide observational evidence; process, relation and history still require inference.
02 / SPATIAL GENERALIZATION
The real test is whether a model
generalizes across regions.
Random splits often leave training and test samples in similar spatial environments and can overstate performance.
Spatial holdout is closer to deployment: the model must face unseen regions and distribution shift.
is robust inference across places.
EarthShift reports roughly 15–20% average degradation under real spatial distribution shifts. See Sources.
03 / PLACE & SCALE
Coordinates locate an object.
They do not define a place.
Place is constituted by location, scale, spatial relations, environmental processes and history. Geographic claims are therefore scale- and context-dependent.
and relations, dominant processes and valid conclusions can change.
DRAG SCALE / The same spatial object participates in different relation structures at different scales.
04 / SPACE ≠ GEOGRAPHY
Spatial representation
is not geographic understanding.
3D reconstruction and viewpoint transformation describe geometric consistency.
Geographic explanation also requires regional differentiation, process mechanisms and spatial dependence.
Geographic intelligence must also explain why they occur here and why places differ.
MOVE / Viewpoint changes geometric representation; it does not automatically explain the mechanisms of place.
Geographic relations still require reasoning.
05 / GEOGRAPHIC REASONING
The central limitation of current geospatial foundation models
is geographic reasoning.
Reliable geographic intelligence must state its scale and domain of validity, recognize spatial dependence and regional heterogeneity, and determine when conclusions can transfer and when they cannot.