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Product case study

Implemented · publishing flow pending validation

NiuMa Studio

Turn one long video into a reviewed, scheduled package of short-form content.

Turns long-form video into reviewable, publication-ready short-form packages.

NiuMa StudioInteractive demo · Sample data

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01 · Positioning

How the product takes on the work

NiuMa Studio connects import, AI-assisted selection, human approval, video generation, and publishing preparation in one local workspace.

Every candidate remains traceable to its source and review state, and only approved work advances to generation and publishing preparation.

02 · Context

The problem and the people

Why it needs to exist

A single long video creates a chain of transcription, highlight selection, review, captions, copy, and scheduling work that is easy to lose track of.

Who it is for

Independent creators and small teams that repeatedly turn long-form video into reviewed, multi-platform content.

03 · Core flow

Core workflow

Four key views trace the complete path from entering the product to handling the work and confirming the outcome.

  1. 01

    Workspace

    See task volume, progress, and the next point that needs human attention.

  2. 02

    Task pipeline

    Keep extraction, transcription, AI selection, and rendering in one recoverable flow.

  3. 03

    Clip review

    Adjust timing, inspect the reasoning, and explicitly approve what may be rendered.

  4. 04

    Publishing preparation

    Review files, copy, and schedules while preserving human approval for real platforms.

04 · Product views

Four views of how the product works

All four views stay visible in a masonry gallery. Open any card for a larger view and continue with the arrow keys.

05 · Decisions

Three product decisions

  1. 01

    People make the final call

    AI narrows the field, while a person confirms the cut, the meaning, and whether the clip advances.

  2. 02

    The flow must recover

    Transcription, analysis, rendering, and captions resume from verified checkpoints instead of starting over.

  3. 03

    External outcomes stay conservative

    Unknown publishing results move to review; timeouts and page changes never count as success.

06 · Current state

What is complete—and what is not

The core production flow is implemented; real platform publishing still requires human login, risk checks, and account-by-account validation.

What the product changes

Every candidate remains traceable to its source and review state, and only approved work advances to generation and publishing preparation.

Source and implementation

Source links are listed above; public screens still use synthetic or redacted data only.

Portfolio boundary

This site shows redacted interfaces and product logic only. It never connects to source databases or performs real publishing, applications, sending, or payments.

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