https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/ai-semantic-field-mapper-for-geoprocessing/idi-p/1674080 <P>I propose a "Semantic Mapping" engine for the Append, Merge, and Join tools. This engine would use Large Language Models (LLMs) to automatically align fields between different datasets.</P><P>Use Case / Workflow:</P><UL><LI><P>Current Workflow: When appending data from an outside contractor, I have to manually match ST_NAME to Street_Name, ZN_CODE to Zoning, etc.</P></LI><LI><P>Proposed Workflow: The user clicks "Auto-Map with AI." The tool looks at the field names and a sample of the data (e.g., checking if the values look like addresses) and automatically suggests the field pairings.</P></LI></UL> Thu, 18 Dec 2025 20:44:07 GMT VenkataKondepati 2025-12-18T20:44:07Z https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/ai-semantic-field-mapper-for-geoprocessing/idi-p/1674080 <P>I propose a "Semantic Mapping" engine for the Append, Merge, and Join tools. This engine would use Large Language Models (LLMs) to automatically align fields between different datasets.</P><P>Use Case / Workflow:</P><UL><LI><P>Current Workflow: When appending data from an outside contractor, I have to manually match ST_NAME to Street_Name, ZN_CODE to Zoning, etc.</P></LI><LI><P>Proposed Workflow: The user clicks "Auto-Map with AI." The tool looks at the field names and a sample of the data (e.g., checking if the values look like addresses) and automatically suggests the field pairings.</P></LI></UL> Thu, 18 Dec 2025 20:44:07 GMT https://community.esri.com/t5/arcgis-reality-for-arcgis-pro-ideas/ai-semantic-field-mapper-for-geoprocessing/idi-p/1674080 VenkataKondepati 2025-12-18T20:44:07Z