Case Study

Production

YourMitra

A live AI storybook platform where a child becomes the hero of their story — built end to end as the sole engineer, with paying customers.

YourMitra

Stack

Technologies

FastAPIPostgreSQLRedisTemporal.ioAstroReactOpenAIElevenLabsReplicateRazorpayAWS S3Docker

Context

Tags

aifull-stacktemporal

Overview

YourMitra is a personalized AI storybook platform — digital, B2C-event, and hardcover formats. I built it end to end as the sole engineer: backend, frontend, the AI generation pipeline, payments, deployment, and the admin panel that runs the business. It's live with real paying customers and repeat preview traffic.

The naive pipeline took ~20 minutes per story. Moving generation onto Temporal workers and parallelizing the independent steps brought it to ~2 minutes, with generation fully separated from delivery.

Features

Generation pipeline

  • Child photo becomes an avatar, placed into a story template via a GPT image model, with text/overlays composited using Pillow.
  • Dynamic (personalized) and static audio narration via ElevenLabs.

Platform engineering

  • A single token-bucket rate limiter across OpenAI/ElevenLabs/Replicate, admin-tunable per provider.
  • DB-driven feature flags, a 6-char short-link service, and a multi-provider notification engine (email, SMS, WhatsApp, RCS).
  • Razorpay payments integrated end to end.

Architecture

Backend

  • FastAPI + PostgreSQL + Redis
  • Temporal workers for parallel generation
  • Docker services: API, worker, Temporal, Postgres, Redis

Frontend & infra

  • Astro + React + TypeScript
  • AWS S3 for media; Sentry + PostHog
  • Self-managed VPS, domain, and reverse proxy

Impact

Metric Before After Impact
Story generation ~20 min ~2 min Temporal parallel workers
Status Live with real paying customers