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served by Xjev is INSANE.
— Matthew Berman (@TheMattBerman) September 17, 2026
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) pic.twitter.com/II1T9hy5tg
@TheMattBerman
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…
Metrics are the author-reported figures captured on 2026-09-20 and are not verified by us. The summary above is a shortened excerpt; the full text and any media belong to the author and live on X. We index and link — we do not republish the post or rehost its media.
More document classification decisions
Read the guide →- video@borjafat2026-09-18
Jev is WILD for SEO audit 🤯 in 45.1 seconds it read all 586 pages on my site and rebuilt the internal link map. 584 links placed, 139 pages it refused to link because nothing honestly fit. total…
660.4k views3.7k likes7.2k savesdocument classificationon X ↗ - Natext@NathanFlurry2026-09-16
hype-free explanation of jev: jev does not replace gpt / claude jev is just a *really* smart switch statement like if 2016 ml classifiers got 2026 levels of intelligence it's a new* type of tool that…
659.4k views7.5k likes4k saves - Mitext@MichaelLee042026-09-15
I got access to Jev earlier today (thank you @hackgoofer). I have run ~5,000 requests so far, (which cost me around $2!), across classification, model routing, intent, steering, and many other…
496.2k views3.1k likes2.6k saves - video@ryanvogel2026-09-16
this model is actually insane at email classification i tested it on 1500 of my own emails to see how well it works and I am blown away
445.9k views3.5k likes1.9k saves - video@iam_zachi2026-09-17
I think I just cooked something 🔥 jev(): a PostgreSQL extension that searches your whole database in natural language. No index, no embeddings, just one function. WHERE jev(people, 'could work from…
416k views2.8k likes2.3k savesdocument classificationon X ↗ - video@rileybrown2026-09-17
Yeah Jev by @typesafeai is very cool. It classified 500 emails in seconds. And it costed 3.5 cents.
271k views3.9k likes1.7k saves