YouTube Packaging Generator

YouTube Packaging (Title + Thumbnail)

Turns a video idea into one locked title + 3 distinct thumbnail bets built for YouTube's native A/B/C thumbnail test, plus one value-forward description — then renders the three thumbnails as real images with Nano Banana Pro.

The whole skill optimizes for one number: CTR (click-through rate). It's the metric YouTube Studio reports per thumbnail, and the only one that isolates packaging from topic and algorithm.

Where these rules come from, and what to do about it

The rules below are not generic YouTube advice — they were derived from Studio CTR data across 20 long-form videos on a real ~1M-subscriber beginner/AI channel, read in CTR order. That dataset isn't shipped (it's another channel's numbers, and its absolutes wouldn't transfer). The patterns do transfer, and they're a much better prior than guessing.

But an inherited rule is a bet, not a fact — about YOUR audience. So:

• Cold start (no channel data yet). Use these rules as-is. Say so when you package: "these are uncalibrated defaults — your own CTR data will beat them." Then tell the creator to start logging CTR from video 1.
• Calibrated (~10+ long-form videos with CTR). Run references/channel-calibration.md first, then follow that file's numbers wherever it disagrees with this one. Their data wins over anything written here.

Ask which mode you're in if it isn't obvious. Never quote a target CTR the creator hasn't measured.

The core model — read this first

Views = Reach × CTR. Two different levers, driven by two different things.

• Reach (how many people YouTube serves it to) comes from the topic and from riding known discovery waves — a tool everyone's searching, a real news moment, a broad money/free promise. Packaging cannot fix a low-ceiling topic.
• CTR comes from packaging craft — concrete promise, magnet word, barrier-drop, one bold thumbnail hook. This is the only lever this skill controls.

Good packaging on a narrow topic produces good CTR and low views. That is correct behavior, not a packaging failure. Never blame a title when CTR is healthy and views are small — and never expect a title to rescue a topic nobody wants.

The one guardrail that stops this becoming hollow clickbait: the promise must be one the video actually keeps. Overpromise → the viewer bounces in 30 seconds → retention craters → YouTube chokes the exact reach you were chasing. The widest promise that also holds is what makes YouTube widen distribution. Reality beats expectations.

The flow

Run it in order. Stages 1–2 are fast; the value is getting the promise right before generating, because a wrong promise wastes all three bets.

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Stage 1 — Intake

Ask in one message:

1. Core idea — what's the video about / the rabbit hole.
2. The concrete takeaway — the one clear thing the viewer walks away with. This becomes the promise. If you can't say it in a sentence, the packaging will be vague — push to name it.
3. Audience — who clicks this: beginners, practitioners, or a mixed/wide audience? This sets how much jargon a title can carry. (A wide/beginner channel should package for the widest clickable promise and do its segmentation inside the video, never by narrowing the title.)
4. Locked angle or term? — any angle already committed to, especially a coined/branded phrase.
5. Conversion target — what the video pitches (a course, a tool, a repo, a newsletter, nothing). Needed for the description. "Nothing" is a valid answer.
6. Channel data? — do they have ~10+ long-form videos with Studio CTR? Sets calibrated vs cold start. If calibrated and references/channel-calibration.md is still empty, offer to run it first.

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Stage 2 — Ceiling + promise (checkpoint before generating)

Gate 1 — Topic ceiling. Classify honestly:

• HIGH = broad demand riding a known wave (money / save-money, a broadly useful free capability, a major tool everyone knows).
• NARROW = niche format, niche tool, or an insider flex.

If narrow, say so plainly and reset the view expectation before generating: packaging will still maximize CTR, but views are capped by demand. Then decide whether the topic is worth making for conversion even if reach is low. That's a real strategy, but it should be a choice.

Gate 2 — The promise. Draft the core promise as the clearest concrete takeaway, stated plainly — NOT a withheld-drama curiosity gap.

• Spell out the takeaway: name the number, the tool, the saving, the outcome.
• Don't withhold or moralize. "X Can Do More Than You Think" and "X Is Dead" are the classic floor.
• If the video is built on a mechanism — an experiment, a build-off, a comparison — the lesson is the headline; the mechanism is only how the lesson surfaces. Never lead with the mechanism.

CHECKPOINT: State the ceiling classification and the one-line promise. Confirm or fix the promise before generating. Do not skip — three bets off a wrong promise is wasted work.

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Stage 3 — Generate the packaging

Structure this correctly, it's the thing people get wrong: YouTube's Test & Compare is thumbnail-only. The title is FIXED across all three variants. So the deliverable is ONE primary title × 3 thumbnail bets, not 3 independent title+thumbnail pairs.

First, lock ONE title. It must pass most of the Title Checklist below. Output with it:

• Implied expectation — one line: what the viewer expects walking in. The intro must pay this off. Carry it into the script.

Then 3 thumbnail bets under that fixed title. Each pulls a different lever, so YouTube compares real alternatives rather than three flavors of one idea. For each:

• Thumbnail concept — composition per the Thumbnail Checklist: face + expression, the one dominant hook (word or number), color pop, any object.
• Thumbnail text — a 1–3 word fragment that combines with the title, never repeats it.
• Lever — which lever it tests, one line on the bet.
• Honesty check — does this frame stay true under the fixed title, and does the video keep it? A thumbnail promising a beat the video doesn't have must be pulled or the beat must be built.

Lever menu — pick 3 different ones:

• Magnet-word lead — Free / Unlimited / 100% / $0
• Number/$ lead — a specific figure as the hook
• Barrier-drop lead — for beginners / no coding / without [skill]
• Object / curiosity-anchored lead — a tangible thing + a value contrast, or a named valuable thing the viewer wants ("the one skill")
• News / "Now" lead — only if something genuinely changed
• Own-term / brand-fit lead — a coined term. Lower reach (rides no wave) but strong identity — good as one of three, rarely all three.

Then close Stage 3 with:

• One description (one per video). Save to videos/<project>/packaging/description.txt:
  1. 2-line value hook — the concrete payoff in plain words; name the specific things they'll learn (the real number, the free tool, the exact capability). The title sells the takeaway; these two lines make it specific and undeniable.
  2. CTAs — lead with the one matching the Stage 1 conversion target, then any others (repo, free resources, newsletter). If something is free, say so plainly.
  3. Timestamps / chapters — first chapter at 0:00, keyword-rich labels. Derive from the edit plan / final cut; re-confirm if the cut length changed.
  4. Short like/subscribe nudge.
• Self-check — run the title and each thumbnail against both checklists; flag any rule bent and why it's worth it.
• Baseline note — if calibrated, restate their measured median + stretch target. If cold start, say plainly that there's no baseline yet and this is the first data point. You may predict which bet lands highest and why — but the test decides. Never crown a winner; the deliverable is 3 worth shipping.

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Stage 4 — Refine

Iterate — tighten the title, swap a lever, adjust a hook. All 3 run live in the A/B/C test, so the goal is 3 you're willing to ship, not one.

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Stage 5 — Render the thumbnails (Nano Banana Pro)

Turn the 3 locked concepts into actual images. The dedicated /thumbnail skill is the interactive render engine for this stage — it interviews for style elements (environment, text budget, extras) with the creator's calibrated defaults (minimal text) and owns the verify/iterate loop; use it whenever the creator is in the loop. Mechanics, prompt template, and model details live in references/thumbnail-generation.md — load it before generating. The flow:

1. Build a prompt per concept from its Stage 3 fields using the template in the reference doc. Nano Banana Pro renders the hook word itself (deliberate), so state the exact word, spell it letter-by-letter, and forbid all other text.
2. Generate into videos/<project>/packaging/thumbs/A|B|C.png with tools/gen_thumbnail.py, passing the media/library/faces/ kit as reference so the face stays consistent. (You supply that kit — see its README. No face kit, no face renders.)
3. Verify every render before showing it — run the verify checklist in the reference doc (text spelled right + legible, face reads as the creator, one dominant hook, bright/saturated/positive, sane hands, 16:9 <2MB). Regenerate any that fail; only surface passes. This catches the one real risk of model-rendered text: a garbled word.
4. Iterate — review A/B/C together; change one thing at a time, holding --seed to keep composition steady. Keep each prompt in thumbs/A.txt so refinements are diffs.
5. Deliver the 3 finals to YouTube spec (--jpg, ≤2MB) plus prompts/seeds, so any winner is re-renderable later.

Remember the loud-vs-calm rule: the thumbnail is intentionally louder than the calm in-video brand (brand.md) — never tone it down to match. See the reference doc.

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Title Checklist

A strong title passes most of these. Use as a generator and a filter.

1. Concrete promise — quantified ($ / count) or absolute (Unlimited / 100% / Free)? Vague = dead.
2. At least one magnet word — Free, Unlimited, 100%, Money, Easiest.
3. Outcome-framed, not feature-framed — the viewer's gain, not what the tool does. Selling a tool's capability instead of the viewer's outcome is a reliable floor.
4. Zero unknown / own-product names — see the self-brand rule below.
5. Barrier-drop or authenticity rider where the topic invites skepticism — "for beginners," "no coding," "without [skill]," "(No BS)."
6. News / "Now / New" hook if something genuinely changed — borrows the discovery wave.
7. A specific noun, not vague curiosity — "the one skill," never "WAY more" / "you won't believe."
8. No hot-take / "DEAD" / negative framing — make/save/build outperforms opinions. (Test this against your own data; it's one of the most channel-dependent rules here.)
9. Leads with the takeaway, not the mechanism.

Thumbnail Checklist

Ranked by signal strength. Re-rank against your own data once calibrated.

1. One dominant hook — never a busy frame. One magnet word OR one big number as the focal element. This is the top-tier device. The multi-logo "kill the competitors" graveyard splits attention and reliably lands only mid-tier — even when the enemy-kill works in the title, render the thumbnail as one clean hook.
2. Lead with a number/$ when the topic has one — huge, bright. Strong but not sufficient: a number in a busy frame on a narrow topic still sinks.
3. Big, high-energy positive face. Kill negative emotion. Wide-eyed / excited / shocked, looking at camera, large in frame. Facepalms and flat smiles are the floor.
4. Bright saturated color pop — green (money), yellow (highlight), red (FREE). Dark and muted frames underperform.
5. Tangible object in hand for curiosity, especially a value contrast (a small price pointing at something that looks expensive, or vice versa).
6. No DEAD / negative framing visually — mirrors title rule 8.
7. Thumbnail text ≠ title — a 1–3 word fragment that combines with the title, never repeats it. Title and thumbnail are two halves of one message.

Hard rules

• Long-form only. If asked to package a Short, decline and note this skill is long-form; Shorts are a different packaging game.
• One title, three thumbnails. Test & Compare is thumbnail-only. Never ship "3 title+thumbnail pairs" — the test can't measure that.
• Clear takeaway over withheld drama — always. Curiosity is allowed only when anchored to a named, valuable thing ("the one skill you need"), never pure mystery.
• The self-brand rule: unknown / own-product names stay OUT of titles. They don't kill clicks — they kill reach, because an unknown name rides no discovery wave, so YouTube serves it less. Known brands help and are fine. Own products belong in the thumbnail and the video, never the title.
• No hot-take / "DEAD" / negative framing.
• 3 distinct bets, never 3 flavors of one frame.
• Never quote a CTR target the creator hasn't measured. Their median or nothing.
• The creator's data beats this file. When references/channel-calibration.md has real numbers that contradict a rule here, the rule is wrong for that channel. Update it.

References

• references/channel-calibration.md — how to pull your own CTR from Studio (it is not in the API), build the dataset, derive your baseline and your real levers, and reconcile them back into this file. Run it once you have ~10+ long-form videos.
• references/thumbnail-generation.md — Stage 5 render engine: the Nano Banana Pro model/tool (tools/gen_thumbnail.py), the media/library/faces/ reference kit, the prompt template, the per-render verify loop, the loud-vs-calm brand rule, and failure-mode fixes. Load before rendering.