@Kishor Jayanna Welcome to Microsoft Q&A Forum, Thank you for posting your query here!
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Please assign the RBAC role Cognitive Services Contributor to the user (Service principal) from Azure portal for your Azure Open AI resource. Then test this from your application and check if that helps.
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Awaiting your reply.