# Ai insights in form submissions

**URL:** https://forum.mautic.org/t/ai-insights-in-form-submissions/36996
**Category:** Ideas and Feature Requests
**Created:** [November 28, 2025, 2:31pm UTC](https://forum.mautic.org/t/ai-insights-in-form-submissions/36996 "2025-11-28T14:31:48Z")
**Posts on this page:** 1
**Page:** 1

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### Author: ![woutersf](https://sea2.discourse-cdn.com/flex020/user_avatar/forum.mautic.org/woutersf/32/5453_2.png) [@woutersf](https://forum.mautic.org/u/woutersf)
#### Post date: [November 28, 2025, 2:31pm UTC](https://forum.mautic.org/t/ai-insights-in-form-submissions/36996/1 "2025-11-28T14:31:48Z")

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My idea is: Form sentiment analysis.  
In a NPC form for example, people input scores.  
you could visualise the submissions in a graphical way.

But it is hard to get the sentiment out of a text. With LLM’s we can do this.  
We could add a score field and evaluate a text input, and automatically input the score.  
This gives you a visualisation of the emotions people input in a form

Similar you could have tags/categories and have a LLM automatically categorise each submission

I think these groups of people would benefit from this idea:

People that want to see the trend of buying signals in form submissions (Did my campaign have an impact on the submissions?)  
People reporting on the sbumitted data can automatically categorise the data.

**Why I think they would benefit from this idea:**  
They are now doing this in excell

**Any code or resources to support this idea:**

[https://www.drupal.org/project/ai\_webform\_sentiment](https://www.drupal.org/project/ai_webform_sentiment)

Are you willing to work on this idea?: Perhaps yes

What skills and resources do you need to explore this further?  
if this is relevant for you or not?