Survey Data → ChatGPT Sentiment Analysis → Airtable Action Items

intermediate20 minPublished Apr 12, 2026
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Process customer feedback surveys through AI analysis and automatically create prioritized action items with sentiment scoring and categorization.

Workflow Steps

1

Google Forms

Export survey responses

Collect your survey data from Google Forms, Typeform, or similar tool. Export responses to a CSV file containing all open-ended feedback, ratings, and demographic data. Ensure you have at least 20-50 responses for meaningful analysis.

2

ChatGPT

Perform sentiment and thematic analysis

Upload the survey data to ChatGPT and request sentiment analysis (positive/negative/neutral scores), theme identification, and priority ranking. Ask it to categorize feedback into buckets like 'Product Issues,' 'Service Complaints,' 'Feature Requests,' etc., and assign urgency levels.

3

ChatGPT

Generate actionable recommendations

Have ChatGPT create specific, actionable items based on the analysis. Request output in a structured format with columns for: Issue Category, Sentiment Score, Frequency, Recommended Action, Priority Level, and Assigned Team. Ask for both quick wins and long-term strategic recommendations.

4

Airtable

Create tracking database

Import ChatGPT's structured recommendations into Airtable. Set up views filtered by priority and category, add status tracking fields (Not Started/In Progress/Complete), and assign team members. Create automated notifications for high-priority items and set up progress tracking.

Workflow Flow

Step 1

Google Forms

Export survey responses

Step 2

ChatGPT

Perform sentiment and thematic analysis

Step 3

ChatGPT

Generate actionable recommendations

Step 4

Airtable

Create tracking database

Why This Works

ChatGPT's natural language processing excels at sentiment analysis and theme extraction from unstructured feedback, while Airtable provides the project management structure needed to ensure insights become actions.

Best For

Customer success teams, product managers, or business owners who need to quickly process and act on large volumes of customer feedback

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