System configured to generate layout plans

A multi-level computer-implemented system for managing and executing system-overlay projects, comprising:

• one or more processors;
• and one or more non-transitory computer-readable media storing instructions that, when executed by the one or more processors, cause the system to:
• (a) establish a plurality of user sessions, each user session being authenticated and associated with authorization scope;
• (b) maintain, for each user session, a plurality of project workspaces, each project workspace storing a baseline project artifact comprising at least one of a two-dimensional drawing file, a three-dimensional model file, or a document-embedded plan set;
• (c) receive, for a selected project workspace, project parameters comprising at least one of project dimensions, jurisdictional context, regulatory requirements, equipment preferences, or cost constraints;
• (d) execute, responsive to a user action within a project portal, an end-to-end processing pipeline including (i) ingesting input sources, (ii) normalizing the input sources, (iii) performing a completeness check comprising internal verification and user-facing verification, (iv) performing a specification sensibility determination, (v) generating required system inputs and integrating layout connections, (vi) analyzing failure points, and (vii) generating an output stream;
• (e) overlay one or more additional systems onto the baseline project artifact based on the project parameters to generate an updated deliverable artifact;
• (f) resolve and reconcile using artificial intelligence conflicting project parameters through a process of inference;
• (g) present, through a user interface, a selectable stage navigation control enabling access to at least an upload stage, a configuration stage, a mapping stage, and a review/testing stage for the selected project workspace;
• (g) store inputs, intermediate states, and the updated deliverable artifact in a data services layer accessible to at least one additional project workspace;
• and (h) export the updated deliverable artifact in a user-selected output format and record project outcomes as feedback data associated with the selected project workspace.

A computer-implemented method for generating a code-constrained building-system layout from heterogeneous project inputs, comprising:

• receiving, by one or more processors via a user interface, wherein the user interface provides a control enabling the user to iteratively revise at least one constraint input responsive to an issue, at least one baseline project artifact in a file format selected from DXF, DWG, and PDF, including optionally receiving the baseline project artifact through a direct connection to an external authoring program;
• receiving, by the one or more processors, project parameters comprising at least one of project dimensions, regulatory requirements, equipment preferences, or cost constraints;
• normalizing, by the one or more processors, the baseline project artifact and the project parameters into a unified internal representation by reconciling units, scale, coordinate frame, and schema fields in accordance with an anticipated output and the project dimensions;
• determining, by the one or more artificial intelligence assisted processes, an input type corresponding to the baseline project artifact and selecting a format-aware parsing pathway;
• parsing, by the one or more processors, the baseline project artifact according to the selected parsing pathway to extract geometry and architectural features and, when the baseline project artifact is a drawing or document, converting the baseline project artifact into a uniform internal model usable across internal processing stages;
• interpreting, by the one or more processors, system requirements for at least one selected technical domain by applying a constraint ruleset including spacing and coverage constraints derived from the regulatory requirements;
• generating, by the one or more processors using an artificial intelligence model, at least one placement strategy specifying candidate placements of system elements within the uniform internal model;
• filtering, by the one or more processors, the candidate placements according to at least one spatial objective comprising symmetry, uniform coverage, or mitigation of irregular coverage regions to produce a refined candidate set;
• validating, by the one or more processors, the refined candidate set against the constraint ruleset to generate a validation result;
• and rendering and exporting, by the one or more processors, an output deliverable comprising a layout overlaid onto the baseline project artifact and output in at least one user-selected format.