Product Review Data Insights
This AI Automation takes product review data in csv or json format and returns actionable insights for stakeholders
Top Benefits
- Actionable Insights from Customer Feedback
- Increase Sales
- Discover ways to support product marketing
- Add Sentiment Analysis to data for this and other processes
- Gain data insights in minutes instead of days
Tasks
- Read json or csv file and create csv that is ready to process
- Add Sentiment Analysis Column to provided csv
- Produces actionable insights about top 3 most reviewed items
- Easily expanded to return insights on more products at a time
This process is designed to work with a variety of product review systems, as the requirements for the data input are simply that the data file be in either csv or json format and that it have a column or field that can be identified for either product id or product name, a column or field that represents timestamp and one that contains product ratings. In order for the process to use sentiment analysis, the data must also contain the product review text.
The columns and fields do NOT need any specific naming structure, as you are able to define that at the start of the process.
You are given two outputs, one is a sentiment analysis score for each data point that contains product review text, and finally an approximately 200 to 500 word product insights write up for each of the top three most reviewed items in the dataset (please see the youtube video for instructions on how to add additional product insights, if you would like it to return more than three).
Please note that under the current system, the product insights are not preserved anywhere after the final form is closed. You will need to be prepared to copy and paste any insights you would like to save into another program.
Free
- Applications
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- Business Process
- MarketingOperationsSales
- Category
- Artificial IntelligenceInsights
- Vendor
- Pathfinder Community
- Automation Type
- AI Agent
- Last Updated
- January 21, 2026
- First Published
- January 21, 2026
- Platform
- Automation 360
- ReadMe
- ReadMe
- Support
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- Community Support Only
- Pathfinder Community Developer Forum
- Agentic App Store FAQs
- Bot Security Program
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Level 1
Setup Process
Install
Download the AI Agent and follow the instructions to install it in your AAE Control Room.
Configure
Open the Bot to configure your username and other settings the Bot will need (see the Installation Guide or ReadMe for details.)
Run
That's it - now the AI Agent is ready to get going!
Requirements and Inputs
- Data must be in either json or csv format
- Data must include either product id or product name
- Data must include timestamp and rating score
- Python version 3.11 or higher
- Pandas python package installed
- If sentiment analysis is desired, data must include product review text