OPEN-SOURCE THE UNFAIR
ADVANTAGE.
Give us the thing you're posting. AURA checks your subject and the SF tech girl playbook. GIRL.exe compiles the most absurdly plausible version worth testing.
BUILD YOUR GIRL. CHALLENGE THE MARKET.
Ten actual choices between fictional adult portraits. We learn your aesthetic; then you meet AURA's extremely questionable "market" challenger.
Personal taste ≠ predicted X impressions. Ten comparisons give a rough preference signal, not a scientific attractiveness score.
YOUR GIRL vs. MARKET GIRL
MARKET is selected using a parody SF-tech visual-style heuristic. No validated X impressions model.
What are we ruining today?
A real project, a draft, or a suspiciously normal personal update. Keep it specific.
On-device by default. No login, X scraping, paid model calls, or automatic posting. The roast is free; the evidence is limited.
Two searches. One exploit.
Your topic's strongest known formats + the niche's recognizable presentation style.
What gets noticed for your actual idea?
What makes an ordinary post feel like a regional event?
The built-in examples are fictional. Import authorized observations—including flops—to run your own analysis.
Congratulations. You are now a distribution experiment.
*Chosen by a transparent editorial ranking. AURA cannot predict whether X will distribute this post.