01 / detected channel mix
other 45%
founder audience 35%
programmatic seo 20%
Paid ads (Google/Meta/TikTok) 45%Build-in-public + leaderboard 35%Programmatic SEO (early) 20%
// mix weights are our estimate from detected signal volume
01b / strategy evolution
"Vibe coded an ebook generator with Claude Code" (the founder's own framing), launched July 2025 with a syndicated press release and grown on build-in-public: a TrustMRR leaderboard loop (featured by Marc Lou four times as a fastest-growing startup) plus paid ads. Revenue stayed small for months then surged to $19.3k in July 2026 at $3.44 revenue per visitor — high for a DR-5 domain, consistent with paid traffic. Product Hunt (9 upvotes) and SEO are not the story; ads and leaderboard visibility are. Founder dollar claims ("$20K in 30 days") are unverified beyond the Stripe totals.
02 / channel claims — with receipts
RANK 1
Paid ads (Google/Meta/TikTok)
statedThe July surge points at paid: Google, Meta and TikTok ads are self-declared, 7,779 visitors/30d convert at $3.44 each (high for DR 5), and MRR jumped +225% in the same window — ad spend unverified but the traffic economics fit.
good confidence
RANK 2
Build-in-public + leaderboard
statedA build-in-public X account plus a TrustMRR leaderboard loop — featured four times by Marc Lou, ranked #3/#4 fastest-growing of the week — turns the revenue itself into a distribution surface within the indie community.
good confidence
RANK 3
Programmatic SEO (early)
detected87 URLs — 15 /vs comparisons (vs-chatgpt, vs-scrivener), 17 glossary terms, 8 calculators (kindle-royalty) — a full surface that converts little yet at DR 5.
good confidence
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