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Visgift Studio — Automated video pipeline

100+ shorts produced automatically, 4 platforms

→ Business impact: 100+ shorts produced with no manual step — automated multi-platform pipeline, cadence held without a human operator.

Client
Visgift Studio — short-form Nollywood / FR content
Role
Builder & operator
Period
2025 → today
Status
production

Business context

Produce multi-platform short-form content at high cadence with no human operator — industrialisation is the product.

Constraints

  • Zero manual intervention in nominal operation
  • Consistent quality
  • Multi-platform cadence
  • Controlled production costs

Architecture

Anonymised architecture diagram — visgift

Architecture diagram — anonymised

Components: Python · Node.js · ffmpeg · ElevenLabs

Production workflow

Every video runs the pipeline script → voice → captions → render → quality checks → automated publishing across 4 platforms.

Key architecture decisions

  • Fully scripted pipeline, replayable per video
  • Blocking quality checks before publishing
  • Unified multi-platform orchestration

My contribution

  • Design and implementation of the full pipeline
  • Publishing orchestration
  • Automated quality checks

Outcomes

  • 100+ shorts produced automatically
  • Cadence held across 4 platforms

Confidentiality

Public product — channels verifiable online.

Learnings

  • Automation only counts when output quality is controlled.
  • A replayable pipeline turns production into a system.

🚧 V-next — already in the works

This system ships continuously — the next stages are already on the bench. Come back to check the status, or ask the agent where it stands.

  • Multi-channel monetisation — the pipeline’s next stage.
Follow the progress live →