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Do algorithms always portray geospatial data correctly? How do you keep bias out of maps? Are there systematic blind spots in the geospatial analytics workflow? Are there viable mitigations that analysts can take? This discussion examines issues pertaining to the use of AI with geospatial data, and the challenges to ensure analytic integrity.