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upwork.com 🟑 2026-05-08

πŸ”Ή [Workflow] Fix inconsistent AI lead summarization and categorization in Make.com workflow
πŸ‘€ Client: πŸ‡ΊπŸ‡Έ United States Member since 2026-02-22
πŸ’° Price: $250
🚩 Problem: Current Make.com workflow with Python/OpenAI step is unreliable, leading to incorrect summaries, inconsistent categories, skipped leads, and wrong record updates.
πŸ“¦ Existing: [Airtable], [Google Sheets], [MySQL], [Make.com], [Python], [OpenAI API]

Specifications:

[Target] Ensure consistent AI lead summarization and accurate category assignment
[Method] Debug existing Make.com workflow to fix issues with summaries, categories, and record updates
[UI/UX] Not applicable (no UI changes required)
[Stack] Python, OpenAI API, Make.com, Airtable API, Google Sheets API, MySQL
[Security] Ensure data integrity and privacy during debugging and fixes
[Format] JSON for structured communication of findings and solutions

Workflow:

1. Review current Make.com workflow to identify issues with AI summaries, categories, and record updates.
2. Debug Python script to improve AI summarization accuracy and ensure consistent category assignment.
3. Implement checks to prevent skipped leads and ensure correct Airtable and MySQL record updates.
4. Test the updated workflow in a staging environment before deployment.

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