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Case Study

Private Beta

Tuesday Desk

An asynchronous AI video pipeline built to transform raw data into 30-second broadcast-quality video assets without browser timeouts.

Development Time
5 Days
Operating Cost per Video
Under $0.50

The Challenge

Rendering AI video takes 3 to 7 minutes. Holding an HTTP request open for that long causes browser timeouts. The challenge was to engineer a custom asynchronous cloud pipeline that could ingest data, generate a script via AI, render a video avatar via a third-party API, and automatically email the finished asset, all while maintaining a flawless user experience.

What We Built

  • Custom Asynchronous Pipeline (OpenAI, ElevenLabs, Sync Labs, Supabase)
  • Hyper-realistic Lip Sync Pipeline (Sync Labs lipsync-2-pro)
  • Professional Voice Cloning (ElevenLabs)
  • Automated Email Delivery (Resend)
  • IP Rate Limiting and Invite Code Gating

The Technical Architecture

  1. Step 1: Ingestion

    Next.js Frontend

  2. Step 2: Scripting

    OpenAI GPT-4o

  3. Step 3: Voice Generation

    ElevenLabs

  4. Step 4: Lip Sync

    Sync Labs API

  5. Step 5: State Management

    Supabase

  6. Step 6: Delivery

    Resend

The Output

Pipeline Complete · Broadcast Asset Delivered
  • Avatar: AI Anchor
  • Voice: Dynamic
  • Delivery: Automated via Resend

The Impact

Delivered a fully asynchronous SaaS pipeline in 5 days with an operating cost of under $0.50 per generated video. By orchestrating OpenAI for scripting, ElevenLabs for voice cloning, and Sync Labs for hyper-realistic lip syncing, we built a custom pipeline that turns raw group chats into broadcast-quality video assets. This architecture is the foundational template for all future Creator SaaS builds.

Building an AI product?

We engineer asynchronous AI pipelines that automate complex workflows and asset delivery. If you want to turn raw data into automated video, audio, or print products, let us build it.

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