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Hi @ganeshshlk - I am not quite following the question above. Are you trying to figure out how Target Recommendations makes a suggestion without the use of categoryId? Is the above scenario with tyres how it is currently working or how you want it to work?
As a side note, I try to keep an eye on this page - https://experienceleague.adobe.com/docs/target/using/recommendations/recommendations-faq/recommendat... to keep up with any FAQs for recs.