---
title: "Report: Applied AI for Spatial Analytics - Real examples & implementation tips | CARTO"
description: "A practical guide to using AI in spatial analytics: This report walks through real examples, tools, and best practices to help you go from exploring AI to applying it in your spatial workflows."
image: https://go.carto.com/hubfs/Applied%20AI%20for%20Spatial%20Analytics%20Report%20Asset%20-%20Social%20Asset%201080x630.jpg
---

<https://carto.com/>

- Platform
  
    - [Technology](https://carto.com/platform)
    - [Data](https://carto.com/spatial-data-catalog/)
    - [Services](https://carto.com/professional-services)
    - [Google Cloud](https://carto.com/bigquery/spatial-extension/)
    - [![](https://go.carto.com/hs-fs/hubfs/Assets/aws_logo.png?height=35&name=aws_logo.png) AWS](https://carto.com/redshift/spatial-extension/)
    - [![](https://go.carto.com/hs-fs/hubfs/Assets/snowflake_logo.png?height=35&name=snowflake_logo.png) Snowflake](https://carto.com/azure/carto-for-azure)
    - [![](https://go.carto.com/hs-fs/hubfs/Assets/62c719e9b44be1961554a6e0.png?height=30&name=62c719e9b44be1961554a6e0.png) Databricks](https://carto.com/databricks/spatial-extension/)
- Solutions
  
  by **Industry**
  
  ****by **Use Case**
  
  ****by **Role**********
  
  
  
  
    ******- [AEC](https://carto.com/industries/architecture-engineering-construction)
    - [Logistics](https://carto.com/industries/logistics/)
    - [Cities & Government](https://carto.com/industries/cities-government/)
    - [Marketing & Advertising](https://carto.com/industries/marketing-and-advertising/)
    - [CPG](https://carto.com/industries/consumer-packaged-goods/)
    - [Real State](https://carto.com/industries/real-estate/)
    - [Environmental](https://carto.com/industries/environmental-and-natural-resources/)
    - [Retail](https://carto.com/industries/retail/)
    - [Financial Services](https://carto.com/industries/financial-services/)
    - [Telecoms](https://carto.com/industries/telecommunications/)
    - [Health & Pharma](https://carto.com/industries/healthcare-and-pharma/)
    - [Transport](https://carto.com/industries/transport/)
    - [Insurance](https://carto.com/industries/insurance-and-reinsurance)
    - [Utilities](https://carto.com/industries/utilities/)
    - [ALL INDUSTRIES →](https://carto.com/industries/)
  
  
    - [Site Selection](https://carto.com/solutions/site-selection/)
    - [Geomarketing](https://carto.com/solutions/geomarketing/)
    - [Supply Chain Optimization](https://carto.com/solutions/supply-chain-optimization/)
    - [Out Of Home Analytics](https://carto.com/solutions/ooh/)
    - [Catastrophe Modeling](https://carto.com/solutions/catastrophe-modeling/)
    - [Data Monetization](https://carto.com/solutions/data-monetization/)
    - [Environmental Management](https://carto.com/solutions/environmental-management/)
    - [Fraud Detection](https://carto.com/solutions/fraud-detection-machine-learning/)
    - [Healthcare Analytics](https://carto.com/solutions/healthcare-analytics/)
    - [Network Deployment](https://carto.com/solutions/network-deployment/)
    - [IoT Analytics](https://carto.com/solutions/iot-analytics/)
    - [Market Analysis](https://carto.com/solutions/real-estate-market-analysis/)
    - [Territory Planning](https://carto.com/solutions/territory-planning/)
    - [ALL USE CASES →](https://carto.com/solutions/)
  
  
    - [Data Scientist](https://carto.com/solutions/spatial-data-science/)
    - [GIS Professional](https://carto.com/solutions/real-estate-market-analysis/)
    - [Developer](https://carto.com/solutions/developer/)******
- ******Read
  
    - [Blog](https://carto.com/blog)
    - [![](https://go.carto.com/hs-fs/hubfs/Assets/icon_reports.png?height=37&name=icon_reports.png) Reports](https://carto.com/resources/reports/)
    - <https://carto.com/customer-stories/>
      
      [Customer Stories](https://carto.com/customer-stories/)******
- ******Learn
  
    - [Documentation & Tutorials](https://docs.carto.com/)
    - [CARTO Academy](https://academy.carto.com/)
    - [Location intelligence](https://carto.com/location-intelligence/)
    - [Spatial Data Science](https://carto.com/what-is-spatial-data-science/)
    - [Spatial SQL](https://carto.com/spatial-sql)
    - [![](https://assets-global.website-files.com/6345207a1b18e581fcf67604/64493eaf01471839515cef46_Group.png)](https://carto.com/solutions/spatial-indexes/)
      
      [Spatial Indexes](https://carto.com/solutions/spatial-indexes/)******
- ******Connect
  
    - [Events](https://carto.com/resources/events/)
    - [Webinars](https://carto.com/webinars/)******

******#### ![carto-logo](https://go.carto.com/hubfs/carto-logo.svg)  

## REPORT

# Applied AI for Spatial Analytics

## Real examples & implementation tips

 

[![d9efd34e-dae6-4c4e-ac7a-d15ebe2fca46](https://go.carto.com/hs-fs/hubfs/d9efd34e-dae6-4c4e-ac7a-d15ebe2fca46.png?width=187&name=d9efd34e-dae6-4c4e-ac7a-d15ebe2fca46.png)](https://go.carto.com/report-applied-ai-for-spatial-analytics-real-examples-implementation-tips#form)

 

It’s hard to escape the hype around AI in geospatial right now. But if you’ve ever found yourself thinking, “This sounds impressive… but I still don’t see how it helps me solve the problems I’m facing today,” you’re not alone.

In fact, in 2024’s State of Spatial Data Science report, more than 25% of organizations said they aren’t using AI in their spatial work at all. For many, the challenge isn’t technical - it’s strategic.

If you’ve ever found yourself thinking any of these things, then this report has you covered! *Applied AI for Spatial Analytics* is a practical guide to help you get started.

You’ll learn:

 

**●** 10 ways AI is already solving spatial problems across industries  
**Explore examples in telecom, insurance, energy, retail, and logistics that are using AI to reduce costs, speed up decisions, and uncover insights faster.**

- ● What’s possible with AI and geospatial reasoning in CARTO  
  Discover how tools like AI Agents, low-code Workflows, and foundation model extensions can be used to simplify analysis overall.

 

● 6 best practices for AI spatial decision making  
Guidance to help you apply AI more effectively and responsibly in your spatial workflows.

● A simple glossary to demystify the terminology  
Not sure what counts as AI, ML, or an agent? The glossary breaks down key terms so you can navigate this space with more clarity.

-  

Get the clarity, examples, and tools you need to bring AI into your spatial analysis and overall strategy. 

 

 

![Report Asset LP - Applied AI](https://go.carto.com/hs-fs/hubfs/Report%20Asset%20LP%20-%20Applied%20AI.jpg?width=707&height=2000&name=Report%20Asset%20LP%20-%20Applied%20AI.jpg "Report Asset LP - Applied AI")******

****---

© CARTO 2023

The world's leading Location Intelligence platform.

<https://www.youtube.com/user/CartoDB/> <https://www.facebook.com/CartoDB> <https://twitter.com/CARTO> <https://www.linkedin.com/company/carto>

The world's leading Location Intelligence platform.

![](https://www.facebook.com/tr?id=273642683065267&ev=PageView%20&noscript=1)****