Urbanite is a framework for human-AI collaboration in urban visual analytics that leverages a dataflow-based model allowing users to specify intent at multiple scopes, enabling interactive alignment across specification, process, and evaluation stages. The framework incorporates features for explainability, multi-resolution task definition across dataflows, nodes, and parameters, and supporting interaction provenance based on findings from a survey identifying existing challenges.