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Groq Function Calling Issue
I'm building an AI-powered Inventory Management System using n8n, Airtable, and the Groq API with an OpenAI-compatible chat model. I've completed the CRUD operations (Create, Read, Update, Delete), but I'm facing an inconsistent issue. Sometimes the AI works perfectly: โœ… Adds a new product โœ… Updates a product โœ… Deletes a product โœ… Retrieves inventory data However, other times, when I ask something like: "Add a new product: Keyboard, buy price 15, sell price 20, current stock 40, minimum stock 5" instead of calling the tool correctly, it returns the function call as plain text: <function>Create_a_record_in_Airtable</function>{"productName":"Keyboard","buyPrice":15,"sellPrice":20,"currentStock":40,"minimumStock":5} Instead of actually executing the tool. I'm using the Groq API through the OpenAI-compatible endpoint. Has anyone experienced this behavior? Is this a limitation of Groq's OpenAI-compatible API? Is there a specific model that has more reliable tool/function calling? Could this be a prompt issue, or am I missing a required configuration in n8n? Are there best practices to make function calling more consistent? Any advice or suggestions would be greatly appreciated. Thanks!
0 likes โ€ข 3d
@Marshall Muza I really like this idea. I was so focused on getting function calling to work that I didn't think about separating the AI from the actual execution. It makes a lot more sense to let the AI just understand the user's request and return structured JSON, then have n8n handle the CRUD logic with a Switch node and the Airtable nodes. That way the workflow is much more predictable and I'm not relying on the model to decide when to call a tool. I'll definitely try this approach. It honestly sounds like it'll save me a lot of headaches. Thanks a lot for the suggestion. I really appreciate it!
Aug '25 โ€ขย 
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6 likes โ€ข Aug '25
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Mahmish Munawar
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11points to level up
@mahmish-munawar-7553
I am AI student currently in 4 semester and i started agentic ai

Active 3h ago
Joined Aug 2, 2025
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