Systems and methods for extracting data from a 2D floor plan and retaining it in a building information model are disclosed. The system may include at least one processor configured to perform operations that may include accessing a 2D floor plan demarcating a plurality of rooms. Operations may include identifying, using a machine learning model, wall boundaries of the plurality of rooms. Operations may include storing the identified wall boundaries in a retention data structure. Operations may include generating a building information model, wherein the building information model includes the identified wall boundaries. Operations may include displaying, at an interface, a comparison of at least a portion of the 2D floor plan and the building information model. Operations may include receiving, from the interface, input based on the comparison. Operations may include updating the retention data structure based on the input.
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