3,282 posts, eight questions each

A back catalogue scored to find what actually travels.

Ian Nuttall ran 3,282 of his own X posts through Jev, asking eight questions of each about topic, hook, tone and whether the post teaches anything. The full run was 4,252,330 tokens for $0.1282 in eight and a half minutes.

Ian Nuttall

@iannuttall

I gave Jev 3,282 of my X posts across 100M views and asked it to find what actually works for growth. 4,252,330 tokens $0.1282 for the full 8m 34s run! Each post got 8 questions about the topic, hook, tone, whether it teaches something, etc.

Sep 17, 2026Read the post

Why it matters

Your own archive is a labelled dataset once labelling it costs cents rather than an afternoon.

Open the original

Every’s editorial vibe check

Eleven experiments, 1,709 judgments, under a cent in total.

by Mike Taylor

Judgments: 1,709
Total cost: <$0.01
Median per passage: 0.35 s

X postContent and growth

Post scoring with SuperX

61 questions about a draft, answered in about a second.

by Rob Hallam

Questions per draft: 61
Latency: ~1 s
Cost: $0.0004

X postContent and growth

724 competitor ads, broken down

Every hook, format, offer and call to action, in forty seconds.

by Matthew Berman

Ads: 724 from 37 brands
Run time: ~40 s
Cost: ~$0.09