ArcGIS Pro

AI-Enhanced User Experiences in ArcGIS Pro 3.3

Approximate Reading time: 6 minutes

ArcGIS Pro has a comprehensive suite of tools with over 2,000 geoprocessing tools in 40 toolboxes. Choosing the right tools for any analysis or data processing task is easier when you have a good understanding of what’s available. But no one can be an expert in all tools.

That’s why in ArcGIS Pro 3.3, we are excited to introduce new AI-enhanced experiences to help you find the right tools to perform your geoprocessing workflows. The tool search is now smarter with a semantic search engine, and you will receive tool suggestions after you run a geoprocessing tool that can help you get to the next step and complete your workflow.

Keep reading to learn more about these new features and how to get started with them in ArcGIS Pro 3.3!

Installing the AI Models

AI technology has the potential to make GIS analysts and others more efficient when using ArcGIS Pro. But we understand that some users and organizations may feel hesitant about this technology. So, in ArcGIS Pro 3.3, these new features are only available to those that opt-in during installation.

You can choose to install these features on the Select Features page of the ArcGIS Pro Setup dialog by clicking on the drop-down next to each AI Model.

The Select Features page of the ArcGIS Pro Setup dialog.
Select the AI features you would like to enable during installation.

Note: If you’ve already installed Pro 3.3, and missed the AI features, don’t worry, you can still install them! In the Windows Control Panel, select Uninstall a program, then select ArcGIS Pro from the list of applications, and click Change. You’ll get the ArcGIS Pro installation dialog with the option to Modify the install and enable the desired AI models.

Semantic Search

Semantic search is a smart search engine technology that can recognize the intent or meaning behind a query. Standard search engines simply find partial or complete matches between a search query and a body of text being searched. A semantic search engine supports searches using conversational or natural language and understands connections between related words with similar meaning.

For example, on the Geoprocessing pane’s search bar enter: Combine the tables of two inputs.

You will receive relevant results such as Join field, Merge or Append.

Geoprocessing tool search results
Example of the top 3 search results when you make a query using semantic search.

Semantic search is a foundation of AI technology and works by transforming text into a meaning vector (or embedding). A meaning vector is a numeric representation that describes the text using the many dimensions or aspects of semantic meaning in language. The semantic search engine compares your search query to a database of meaning vectors to find the tools that most closely match your search.

Flowchart showing how semantic search works with a vector database
Behind the scenes of the semantic search engine.

The first time you start ArcGIS Pro 3.3, it will take a few minutes to build the embeddings database for all geoprocessing tools. But don’t worry, this happens in a background thread so you can still perform other tasks, including searching for geoprocessing tools using the standard search engine. When the semantic search engine is ready to use, the icon AI in the search bar will enable.

Note: Semantic search is not an AI Chat bot or assistant. It cannot provide workflow steps or answer general questions; rather it will return search results with the tools most closely related to your query.

Tool Suggestions

Have you ever started an analysis, then asked yourself, “which tool could I use next”? Or maybe you know the next tool to use, but wish you could get to it in fewer clicks. New in ArcGIS Pro 3.3, geoprocessing tool suggestions are  provided after each tool you run to help you get to the next step and complete your analysis.  You can find tool suggestions on the tool status banner and Geoprocessing pane Favorites tab.

Tool suggestions in the status banner and favorites tab
Tool suggestions in the status banner (left) and Favorites tab (right)

To provide tool suggestions, the ArcGIS Pro development team created a sequence prediction model for geoprocessing tools. The model is trained using hundreds of thousands of tool usage logs from ArcGIS Pro users that participate in the Esri User Experience Improvement (EUEI) program. The model suggests tools that are often used after the tools you’ve already run in your project, which are logged in your geoprocessing history. Suggestions automatically update every time you run a tool. If none of the suggestions are relevant, you can click Try Again Try Again Button to generate alternative suggestions.

Note: When you click a suggestion on the tool status banner, the tool will open in a new tool tab. You can switch between multiple open tools using the Add button Add in the upper right corner of the Geoprocessing pane.

Example – Delineate a watershed using Tool Suggestions

A watershed is an area of land where water flows into a common stream or river. You can delineate a watershed from a digital elevation model (DEM) using a series of tools in the Hydrology toolset. You will find that after running the tool in each step, the tool in the next step will be offered as a suggestion for you to use next.

  1. Use the Fill tool to remove any sinks in the DEM.
  2. Use the Flow Direction tool to calculate the direction water flows across land.
  3. Use the Flow Accumulation tool to calculate the number cells that drain into another cell.
  4. Use the Snap Pour Point tool to create a pour point and snap it to the nearest cell with a high flow accumulation value.
  5. Use the Watershed tool to delineate the watershed.
5 sequential tools and the suggestions for a watershed delination
Watershed delineation steps and suggestions.

By following the tool suggestions, you can complete this workflow in less time!

A watershed delineated using a DEM.
A watershed delineated using a DEM.


ArcGIS Pro 3.3 includes AI-enhanced user experiences to help you find and run the right geoprocessing tools for your job. The improved semantic search engine gives better results that match the meaning of what you search using conversational or natural language. And when you run a tool, you will get suggestions for the next tool you might want to use to streamline your geoprocessing workflows.

We hope you’ll install these new features, and benefit from the power of AI technology to make your use of ArcGIS Pro more productive than ever.

For further information, please visit the ArcGIS Pro page or the What’s New documentation and post your questions in the ArcGIS Pro board in Esri Community.

Bonus: What’s next for AI Technology in ArcGIS Pro?

The ArcGIS Pro development team is working on many other areas that incorporate AI technology. These may include but are not limited to the following:

About the authors

Margaret is a Product Engineer on the Geoprocessing team. Her passion for GIS began with her interest in human-environmental relationships, and her graduate studies utilized spatial analysis to study the growing impact of flood-induced cascading disasters caused by sea level rise. Margaret leverages her foundation in research methodologies and spatial analysis techniques in her role at Esri, where she creates written content and demonstrations on technical concepts and functions in ArcGIS Pro. She also contributes to refining and redesigning geoprocessing tools and functions with additional capabilities and improved usability. In her personal life, Margaret is a loving cat parent to three cats, and enjoys swimming and snowboarding.


Group Lead Product Engineer for the Geoprocessing development team at Esri, leading and contributing to projects across ArcGIS products with focus on ArcGIS Pro. Drew joined Esri in 2008, after completing his Masters in GIS at the University of Akron. Now he designs, codes, tests, and documents tools that can be used to understand and find meaning in raw geospatial data. He works to make Esri's geoprocessing and analytical capabilities easy to use and automate.

Jonathan Neal is a senior product engineer at Esri, working on the spatial analysis and geoprocessing capabilities of ArcGIS.

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