Best approach for Product categorization

Questions
1

Describe the problem/error/question

I provide the AI with an EAN product code and product label, as well as a list of 1700 product categories.

I want the AI to find the best category for this product from the entire list.

What would be the best approach? When I try this in an AI agent, I sometimes get good results, but other times the results are off.

The request is to big to message a model :

Request too large for gpt-4 in organization org-on tokens per min (TPM): Limit 10000, Requested 26179. The input or output tokens must be reduced in order to run successfully.

2

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3

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