Portfolio demoRunning on local sample data (no database). Content generation & scoring are clearly-labeled scaffolds — not real AI yet.

UniProd

Account Detail

StreamCut

@streamcutlive on YouTube Shorts. This view now supports persisted account edits, source ingestion, and pipeline record creation.

Scaling

Views

3.2M

Engagement

7.6%

Avg watch time

26.1s

Persistence

file

Edit account

Persisted account config

Winning insight

Narrative hooks and reaction hooks are leading the network for raw velocity

High

The crime animation and stream clipping accounts are both outperforming when the hook implies an immediate payoff viewers do not want to miss.

Recommended move

Prioritize concept batches that create open loops in the first sentence, then resolve with a tight reveal beat in under 30 seconds.

Confidence 93%

Comparison snapshot

Efficiency score

72

Momentum score

83

Saves / 1k

1

Consistency

96%

7-day views

Daily momentum

Mon

388K

Tue

421K

Wed

412K

Thu

446K

Fri

509K

Sat

551K

Sun

578K

Saves by pillar

What people keep

Rage clips3.4K
Clutch moments6.2K
Chat reactions5.1K
Unexpected fails4.3K

Retention by format

Watch-time profile

Facecam clip24
Chat overlay29
Replay zoom26

Manual ingestion

Add a real source item

Source pipeline

Source -> candidate -> package -> score

No source items yet. Add a manual source to begin the pipeline.

Top-performing posts

What is already proving itself

#1Replay zoom

He celebrated before the round actually ended

He thought the clip was over. It was just getting worse.

Views

804K

Likes

51.7K

Comments

3.6K

Shares

9.4K

Saves

11.6K

#2Chat overlay

Chat saw the throw before he did

Every single person in chat knew what was about to happen.

Views

622K

Likes

40.1K

Comments

2.4K

Shares

7.1K

Saves

8.4K

Hook performance

Patterns worth reusing

Chat saw it before he did

Sample size 19 clips

59% win rate

Average hold rate

66%

Average views

471K

He thought the round was over

Sample size 14 clips

63% win rate

Average hold rate

69%

Average views

518K

StreamCutUnexpected failsScore 84

Streamer celebrates before realizing the bomb is still live

He started celebrating five seconds too early.

Fast caption stack with chat overlay and instant replay cutback.

EditingMar 11
Pending
StreamCutChat reactionsScore 90

Chat reaction montage after an impossible clutch

Chat knew it was over before the streamer did.

Layered emote bursts with micro-zoom payoff edit.

ScheduledMar 12
Approved