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Open Ended Question Functionality

Panoplai supports two types of open-ended questions: Open-Ended and Short Text. Both can be paired with media and visibility logic like any other question type.

Open-Ended

  • Default minimum character requirement: 20 characters (editable)

  • If the minimum is not met, the participant can still complete the study, but their response is marked as a validation failure in the raw data and will not show on the dashboard 

  • We recommend 20 characters minimum for true open ended questions (e.g. not unaided brand awareness) — it's easier to remove poor quality responses than to try to salvage ones that failed

Short Text


  • Default minimum character requirement: 3 characters (editable)

  • This format is ideal for quick inputs like names, brands, or platforms

  • Example: For a question like “Which social media platform do you use most?”, you may want to lower the limit to 1 to allow for short answers like "X"

Capturing Sentiment & Emotion

You can choose to collect self-reported or AI-inferred sentiment and emotion after each open-ended response.

  • Self-reported: Adds two follow-up questions for the participant — one for sentiment, one for emotion

  • AI-inferred: Panoplai’s AI analyzes the language in the response and automatically assigns sentiment and emotion

How to enable:

Click the gear icon on any open-ended question and toggle on:

  • On = Self-reported sentiment/emotion collection is enabled

  • Off = Sentiment/emotion collection is turned off and Panoplai's AI will infer

These tools help you go beyond surface-level answers and get a clearer sense of how respondents feel — without extra manual work.