Video craft analysis

What is CreatorFramework?
We analyze how YouTube videos are built.

CreatorFramework is a YouTube video content analysis tool. It uses AI to review hooks, pacing, structure, and attention-related craft signals so creators can inspect how a video is built.

Free plan includes 2 videos/month. No credit card required.

213 videos analyzed
70 creator profiles built
180 candidate patterns generated

The packaging earns attention. The craft has to deliver.

Most YouTube tools live on the outside of the video. We live inside it. They're useful for different things — and you can run both.

Other tools optimize the outside

  • Titles, tags, and keywords
  • Thumbnail click-through
  • Search ranking and trends
  • Views and subscriber counts

We decode the inside

  • How the hook lands in the first seconds
  • Where structure may create attention risk
  • Pacing, structure, and pattern interrupts
  • The repeatable framework behind the work

About CreatorFramework

What is CreatorFramework?

CreatorFramework is a YouTube video content analysis tool. It uses AI to review hooks, pacing, structure, and attention-related craft signals so creators can inspect how a video is built.

Start with a YouTube Video Breakdown to examine one video, or use our guide to YouTube video structure to see how those elements work together.

Tools for studying video craft

Move from a single video's structure to candidate recurring patterns across an analyzed catalog, all in one workflow.

Watches the actual video

Not just metadata — the content. We review visuals, audio, and transcript across hooks, structure, AI-estimated attention risks, tone, pacing, CTAs, and takeaways.

Creator Profiles

Build a profile from an analyzed video library. Candidate recurring patterns help you inspect a creator's hooks, structure, pacing, tone, and CTAs across videos.

Compare with observed channel metrics

Optionally link YouTube Analytics to compare AI-generated craft observations with your video's observed retention and views. This helps you investigate hypotheses without presenting correlation as proof of cause.

Script Writer

Generate draft scripts using style guidance derived from analyzed patterns. Combine selected elements from multiple creator profiles, then review and edit the result.

Script Retrofit

Paste an existing script and generate a revision using style guidance from an analyzed creator profile. Review a side-by-side diff of the proposed changes.

Cross-Creator Comparison

Compare two or more creator profiles side by side. See where their analyzed styles overlap, where they diverge, and which candidate patterns distinguish them.

AI-estimated attention risks

Review structural concerns with ordered evidence and severity. These are model estimates, not observed retention data.

Catalog signal comparison

Business plans can compare heuristic content-signal scores within one analyzed catalog; the score does not predict performance.

Export to your editor

Drop analysis markers straight into Final Cut Pro, plus PDF, Markdown, JSON, and CSV.

Core video analysis starts on the Free plan.

Pro adds cross-video patterns and creator comparison; Business adds creator evolution and catalog signal comparison. Two free analyses per month, no credit card required.

Start free

What are Creator Profiles?

In CreatorFramework, Creator Profiles are internal summaries built from a creator's analyzed videos. They capture recurring patterns in hooks, structure, pacing, tone, and calls to action.

They are not generic social-media bios. Start with a YouTube Video Breakdown to build a profile, or browse public Creator Analyses for examples of video-pattern analysis.

See what you'll get

Each completed report reviews hooks, structure, AI-estimated attention risks, tone, and takeaways. Here's a preview of the report format.

I Survived 50 Hours in Antarctica

14:22 duration · Analysis complete

AI signal: 84/100
Hook Analysis Strong

Opens with the situation itself, making the extreme stakes immediately clear. The hook creates an information gap (how will he survive?) intended to sustain curiosity. An early pattern interrupt shifts from the establishing shot to first-person camp setup.

AI-estimated attention risk Model estimate

Structural attention-risk signals across 12 ordered segments. This is not an observed audience-retention curve.

AI-identified patterns

Open Loop Stacking — Opens 2-3 unresolved threads early, pays them off throughout the video to maintain engagement

Visual Variety Cadence — Scene change every 4-6 seconds during first 30 seconds, then settles to 8-12 second rhythm

Authority Anchoring — References specific data points and personal results within first 15 seconds to establish credibility

Hooks Structure Attention Risk Tone CTAs Takeaways
Export as FCPXML, PDF, Markdown, or JSON

Example report — observations are AI-generated from the video's content, visuals, and audio. Audience behavior is only observed when you separately connect YouTube Analytics.

Analyze your first video free

Two free videos per month. No credit card required.

How it works

From raw video to a repeatable creator framework in four steps.

1

Upload videos

Add your own content or a video you are authorized to analyze. Per-video upload limits range from 500 MB to 5 GB by plan.

2

We analyze the content

Each video is reviewed across hooks, structure, AI-estimated attention risks, tone, pacing, CTAs, and takeaways, using ordered transcript and visual evidence.

3

Build a creator profile

Cross-video analysis proposes recurring craft patterns to inspect across a creator's analyzed catalog.

4

Connect & improve

Link YouTube Analytics to compare observations with measured channel outcomes, draft new scripts from selected style guidance, and export markers to your editor.

Start for free, upgrade when ready

Free includes 2 video analyses per month. Pro is $29/mo for 20 videos. Business is $79/mo for 100.

Get started free

Ready to see inside your first video?

Create a free account and upload your first video in under a minute.

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