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Case study, status: integration

Gujarati text-to-speech API

A FastAPI wrapper around a Gujarati F5-TTS model so Flutter apps can generate natural Gujarati speech.

Overview

Problem

Good speech synthesis for regional Indian languages like Gujarati is hard to find in off-the-shelf APIs.

Objective

Make a Gujarati F5-TTS model usable from a mobile app through a simple HTTP API.

Solution

  • The model runs behind a FastAPI service that accepts text and returns audio.
  • The Flutter client calls the API and plays the result, keeping the model off the device.

Architecture

  1. Flutter app

  2. FastAPI wrapper

  3. Gujarati F5-TTS model

  4. Audio response

AI workflow

  1. 1Receive Gujarati text
  2. 2Run F5-TTS inference
  3. 3Return audio to the app

Technology

  • Python / FastAPI
  • F5-TTS
  • Flutter / Dart

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