100,000 viral X posts classified in 20 seconds for $0.67

Movez@0xMovez

I just built a Jev X Viral Post Analyser.

100,000 viral X posts. 20.4 seconds. $0.67.

Claude Opus 5, same corpus, same clock, got through 214 posts and spent $0.98.

per post that is ~680x cheaper the full Opus pass would have run $458.

viral analysis is the perfect Jev job.

• it is not writing, it is 14 yes/no calls per post:

> does the hook open a loop,
> is there a number in the first line,
> is the proof real or claimed.

classification, not prose.

• what it found:

1,220 posts broke into the top 1%. baseline 1.22%.

> superlative claim - 2.34% viral. 1.92x baseline
> contrarian take - 1.59%. 1.31x
> launch / tool drop - 1.46%. 1.19x

and numbered lists, the thing everyone writes: 0.55%. below baseline.

the most used hook is the least viral one. full stop.

• what you are watching:

left is the post under analysis, right is Jev answering 14 typed questions about it, each with a confidence score.

the run stops at 20.4s because that is when Jev finished all 100k.

pulled the corpus through a few X APIs, one parallel pass into Jev.

should I drop it to public?

Read my latest article on Jev Engineering below and turn your ideas into reality.