Text-to-image AI avatar generation using Replicate and Imagine Art APIs, allowing creators to produce custom digital presenters from simple text prompts.
— Case Study
AI & Machine LearningEntertainment & MediaSaaS
Automated AI Short-Form Video Generator & TikTok Campaign Platform
A digital marketing creator needed to scale short-form video production without spending hours manually editing clips and uploading content to TikTok every day. We built an automated platform that combines text-to-image avatar generation, AI video synthesis, FFmpeg audio stitching, and campaign-based TikTok posting into a single hands-free pipeline.
— The Challenge
The Problem We Solved
Running daily short-form video campaigns on TikTok required constant manual labor across production, editing, and publishing:
Manually generating AI avatars and rendering short-form video clips required creator intervention for every single piece of content.
Combining user product demo footage with custom audio tracks demanded repetitive video editing and rendering steps before posting.
Posting videos manually multiple times per day created inconsistent publishing schedules and limited overall campaign output.
Posting static or unvaried video formats reduced algorithm reach, requiring creators to manually alter titles, audio tracks, and clip sequences.
4
Challenges Identified
Every challenge was systematically addressed through tailored engineering and design — no workarounds, no compromises.
— Our Solution
How We Solved It
We designed and built an automated video synthesis and social publishing engine that handles content creation and campaign scheduling end-to-end:
AI video generation layer integrating Runway ML to synthesize short-form video reels from product details or text prompts.
FFmpeg and Celery background media pipeline that stitches user product demo videos with AI avatars, custom music tracks, and text overlays automatically.
Campaign-based TikTok integration querying the TikTok API to randomize video combinations, captions, and posting times for maximum viewer engagement.
Stripe subscription billing integration allowing creators to manage processing credits and campaign tiers directly within the dashboard.
— Tech Stack
Technologies Used
React
Django
Celery
PostgreSQL
TikTok API
Google API
Runway ML API
FFmpeg
Replicate API
Stripe
— Impact
Results & Outcomes
- 100%
- Automated TikTok Publishing
- 10x
- Faster Video Generation
- Hands-Free
- Campaign Scheduling
Automated video creation and TikTok publishing, removing manual editing and daily uploading tasks completely.
Accelerated short-form reel production tenfold by combining prompt-based AI synthesis with asynchronous FFmpeg rendering queues.
Maximized organic audience reach by automatically randomizing video assets, captions, and publishing intervals for every campaign.
Enabled marketing teams to run multiple concurrent product campaigns simultaneously without expanding creative staff headcount.
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