Most small channels don't lose viewers in the middle of a video. They lose them in the first three seconds and in the last ten percent — a weak open, and a script that repeats itself until finishing feels optional.
I run a faceless channel, so there is no face and no personality to carry a weak package. Everything has to be in the mechanics. Over time the mechanics turned into four checks I now run on every video before it publishes — and because "run the checks" kept getting skipped under deadline, I turned them into small tools.
Check 1: The hook, scored
An opening line gets scored on four things: brevity (does it land in the first ~3 seconds?), specificity, curiosity, and direct address. Two hard penalties, no exceptions:
- Reciting the date. "It's October 26 and today we're looking at…" — the calendar is not a hook. A date is spoken only when the date itself is the news.
- The generic open. "Hey guys, welcome back" earns nothing. Open on the moment the video is about.
Check 2: Title and thumbnail are one thing
Scoring a title alone is a mistake — viewers see a pair. The tool scores them together: title length band, structure, curiosity; thumbnail text held to 1–4 words; and a duplicate check, because a thumbnail that repeats the title wastes half the package. Hype words are flagged as a truth risk, never rewarded — a thumbnail that lies buys a click and costs the finish.
Check 3: The retention read
Before anything is built, the script gets read the way a viewer experiences it:
- Any beat over ~90 words with no turn in it is dead air.
- A sentence that appears twice is padding, even reworded.
- The middle has to escalate, not restate.
- The outro is one merged beat: the subscribe ask folded into a genuine question, never two separate asks.
The samples make this concrete. A deliberately bad script — date intro, padding, a 97-word dead-air beat, a repeated sentence, no outro — scores 45/100 with five flags. A clean script scores 100/100. Same tool, same rules, no taste involved.
Check 4: The gate is on the finished file
Scores on a script are a forecast. The last check runs a 10-point packaging checklist against the finished video — real footage as the spine, merged outro present, no date intro. Any gap and the answer is NOT READY, full stop. A checklist that can be talked out of a gap is not a checklist.
Honest limits
None of this predicts views, clicks, or revenue. The scores measure mechanics — length, structure, presence — the things a producer would check by hand, made deterministic so the answer is the same every time, including at 1 a.m. before a publish deadline. Craft is still on the creator. The checklist just refuses to let the checkable stuff slide.
The pack
These four checks are the Faceless Creator Skill Pack — four Claude skills, each pairing an instruction file with a small Python tool (standard library only, works offline), tested end-to-end with the evidence in the box (33/33 checks):
https://baldwinson3.gumroad.com/l/faceless-creator-skill-pack
Launch code: FIRSTDOLLAR — 10% off all paid listings in the store, through Oct 27 ~12:00 MDT.
If you run a small or faceless channel: which of the four checks would catch the most problems in your current workflow? I'd rather hear that than sell you anything.
— Trader Skill Pack team. Educational tools; no score here predicts a video's performance.
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