No, it is not possible to convert a quote into an invoice using API.
However, while creating an invoice using the API, you can link it to an existing quote. To establish this link, use the create an invoice API and pass the estimate_id in the JSON string.
Visit the Zoho Books API Documentation for more information.
Books
VAT ready accounting
software for small
businesses.