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Case study

AI Platform

Pamba

An AI studio that turns a chat into a finished UGC video.

Year2024 →
RoleFounder · Full-stack
StatusLive
StackKotlin · Ktor · React 19 · PostgreSQL · GCP · Vertex AI · Auth0
🎬

A UGC video creation platform. You talk to an agent, it writes the script, casts an AI avatar, generates the clips, and ships them to TikTok with analytics on the other side.

The problem

Good short-form video is slow and expensive

Scripting, filming, editing, posting, measuring — five jobs for one 20-second clip. Most tools fix one step. I wanted the whole chain to collapse into a conversation.

The approach

Make the agent do the boring 90%

An LLM agent owns the creative concept and keeps it coherent across clips. The backend handles avatar frames, speech, and a multi-track renderer with parity between the live editor and the server render.

The outcome

A sentence in, a posted video out

Concept to rendered, captioned, distribution-ready video in minutes — with a real editor underneath for when you want to take the wheel.

7

Pipeline stages

< 5 min

Avg. concept → video

1 person

Built by

Highlights

  • Agentic chat that plans and edits the whole creative concept
  • Avatar generation + multi-track video rendering pipeline
  • Real-device iPhone farm automating TikTok posting & analytics

More to explore

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