A scroll-or-stop focus group run entirely as Jev decisions.
Matthew Berman scrolled 723 ads as 30 different buyer personalities and recorded whether each one stopped. He put the run at 21,690 decisions and 22 cents, and says it is coming to StealAds and as an MCP server.
Paste or record a speech and 200 Jev-simulated people react line by line: jokes scored on laughs, sincere lines on warmth. A 13-line speech cost $0.00097.
leighefford · Content & growth · $0.00097 per 13-line speech
leighefford
GitHub
Content & growth
$0.00097 per 13-line speech
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introducing https://t.co/VzfUI1571y 📝 report card is the official grade slip of Doomscroll District School, Fall 2026 semester. teacher reads your public posts and grades six subjects, from A+ (gold star sticker) to F (your parents will be notified). demo 👇
@notifyShivam · Content & growth
@notifyShivam
X post
Content & growth
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Jev waging war against AI slop on youtube. Love it.
@mariojankovic · Content & growth
@mariojankovic
X post
Content & growth
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A browser extension asks Jev narrow questions about writing patterns, then combines their probabilities to filter social feeds.
adamnroman · Content & growth
adamnroman
GitHub
Content & growth
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jev KILLED the focus group. it scrolled 723 ads as 30 buyer personalities 21,690 stop or scroll decisions. 22 cents. (will be avail in @StealAds + mcp)
jev is INSANE. in 40 seconds it broke down 724 live ads from 37 brands. every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens. (will be avail in @stealads + mcp)