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AutomationInternal tool

Varun Vastralaya Automation

Phone-first workflow that turns product photos into prepared social media posts.

Type
Automation
Client
Varun Vastralaya
Role
Workflow design · Automation engineering
Year
2025

Evidence / status

Internal tool. Reported outcomes await verification.

Challenge

Content production without a content team

The workflow had to begin with a phone photo, remain understandable to a non-technical operator, and avoid a conventional video-editing process.

Constraints

  • Input needed to be phone-first.
  • The operator could not manage a technical dashboard.
  • Captions needed to fit a regional Hinglish-speaking audience.
  • Running costs needed to remain predictable.

Approach

Key decisions

  1. Telegram as the control surface

    A bot provides a familiar single-action input without requiring a custom application.

  2. Still-image video generation

    Product photos become short motion assets without a manual editing timeline.

  3. Local caption generation

    A local model prepares Hinglish copy without adding a per-request writing API cost.

  4. Image preparation before generation

    Input photos are normalised before later workflow stages to reduce inconsistent output.

Evidence

What can be stated

Current status: Internal tool. Unverified outcomes are labelled instead of presented as proof.

  • Posting-frequency, cost, and processing-time claims require owner verification.

    Needs verification

Technology stack

  • n8n
  • Kling AI
  • fal.ai
  • Ollama

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