Prompt Details
Model
(claude-5-opus)
Token size
893
Example input
[niche]: kids picture book read aloud
[paste titles, channels, views, subscriber counts, or a CSV]: 62 results from the relevance window plus 15 head titles, pasted manually
[constraints]: brand-new channel, 0 subscribers, can post daily
Example output
Verdict: NO-GO (DIRECTIONAL, thin sample)
Why: the head slice of "kids picture book read aloud" returned 15 videos, and 11 of them came from one matrix channel, so the raw head read overstated the opportunity badly. After deduplicating to one video per channel the surviving set was 5 videos, and 4 of those were from accounts over 100k subscribers. Nothing in the visible set came from an account under 10k, which is the only tier a new channel can copy.
Slice table: head 15, denominator 62, raw breakout 11/15 = 73 percent, deduplicated 5/15 = 33 percent.
Tier split: big-account breakouts 4, small-account breakouts 0.
Concentration: top channel 73 percent of the head slice, a matrix monopoly.
Kids: comments are force-disabled, so comment mining for demand is dead here. Bell, end screens, cards and memberships are off, so the funnel is broken. Only contextual ads run, so RPM is about 1 to 3 dollars against 5 to 15 for general content, and an ad-only model does not hold.
What would flip the verdict: small accounts visibly breaking out in the denominator slice, or a sponsorship and licensing path that does not depend on RPM.
Next 3 things to collect: exact upload dates for the denominator slice, subscriber counts per channel, and a dedup-by-channel breakout count.
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CLAUDE-5-OPUS
Returns GO, WEAK or NO-GO on a YouTube niche from evidence: dual-slice sampling, breakout rate against the denominator slice, channel concentration before the rate is trusted, big-account versus small-account breakouts filed apart, and a Made-for-Kids check that names the three ways COPPA quietly breaks the normal playbook. Paste your own data for a precise read, or just a niche for a clearly labelled directional one.
...more
Added 2 weeks ago
