Intelligent prompt sequencing architecture for segmentation of electronic documents

A system for processing construction project artifacts, the system comprising:

• a processor;
• and
• a memory including a training data set and instructions that, when executed, cause the processor to:
• receive a project artifact associated with a construction project;
• determine processing parameters for the project artifact;
• generate a first command configured to instruct an artificial intelligence (AI) model to segment the project artifact into a plurality of segments corresponding to one or more categories represented within the project artifact,
• wherein the first command is configured to cause the AI model to implement at least a portion of the processing parameters by initiating automated identification and classification of content within the project artifact;
• provide the first command to the AI model to cause the AI model to generate the plurality of segments from the project artifact;
• automatically generate, based on the plurality of segments generated by the AI model, a plurality of subsequent commands comprising, for each segment of the plurality of segments, a respective subsequent command tailored to content of the segment and configured to instruct the AI model to perform a subsequent processing step for the segment,
• wherein the plurality of subsequent commands are each configured to cause the AI model to implement at least a subsequent portion of the processing parameters;
• queue the plurality of subsequent commands for serial or parallel execution by the AI model;
• execute the plurality of subsequent commands to cause the AI model to generate a plurality of segment-specific outputs for the plurality of segments;
• and
• cause display of the plurality of segment-specific outputs.

A computer-implemented method comprising:

• receiving a project artifact associated with a construction project;
• determining processing parameters for the project artifact;
• generating a first command configured to instruct an artificial intelligence (AI) model to segment the project artifact into a plurality of segments corresponding to one or more categories represented within the project artifact,
• wherein the first command is configured to cause the AI model to implement at least a portion of the processing parameters by initiating automated identification and classification of content within the project artifact;
• providing the first command to the AI model to cause the AI model to generate the plurality of segments from the project artifact;
• automatically generating, based on the plurality of segments generated by the AI model, a plurality of subsequent commands comprising, for each segment of the plurality of segments, a respective subsequent command tailored to content of the segment and configured to instruct the AI model to perform a subsequent processing step for the segment,
• wherein the plurality of subsequent commands are each configured to cause the AI model to implement at least a subsequent portion of the processing parameters;
• queuing the plurality of subsequent commands for serial or parallel execution by the AI model;
• executing the plurality of subsequent commands to cause the AI model to generate a plurality of segment-specific outputs for the plurality of segments;
• and
• causing display of the plurality of segment-specific outputs.