Scout first, render last

Find strong short-form moments without wasting processing budget.

Accounts 0

Sources 0

Active jobs 0

Ready clips 0

01 Ingest

Import metadata and captions before touching media.

02 Scout

Use cheap transcript, audio, and structure signals first.

03 Review

Gate safety, rights, clarity, and platform fit.

04 Render

Spend render time only on approved candidates.

Source intake

Connected accounts

OAuth mock

Approved source

Candidate detection

No source

Source

Creator fit Output format

Final clips Min seconds Max seconds

Cheap signals before AI review Hook in first 3 seconds Standalone clarity Payoff or lesson Low dead air Clean caption window Rights and safety gate

Caption exports Reuse approved transcript segments during render.

Processing

Import to render

Budget rule

Score many candidate windows, run AI only on the strongest few, and render only approved clips.

Approved outputs

Learn

Draft by default

Create scheduler drafts until quality and rights checks prove reliable.

Compare to baseline

Update strategy only when retention, saves, and follows beat the saved baseline.

Keep decisions explainable

Store the hook, payoff, safety status, and reason for every selected clip.