CASE STUDIES, BUT NOT THE LINKEDIN KIND

FIELD DATA FROM
THE BLACKBOX

Real numbers, real experiments, no fluff. Just what happens when we wire growth correctly.

↓ Scroll to decrypt
ORIGIN FILE / 01

THE CLUELY PATTERN —
WHERE THE BLACKBOX WAS BORN

Only one person in that building was obsessed enough to turn it into a system. That’s the one writing this.

Tens of thousands of early users during traction surge
Short-form loops hitting 100,000+ views on repeat
Activation flow cut down to one step
15–20 growth experiments/week running inside their cycle
Pattern Engine v1.0 — speed, clarity, compression
REFERENCE FILE / 02

THE PREDIS CURVE —
AI SAAS UPLIFT CONFIRMED

Same mechanics as our Blackbox. Different battlefield.

$550,000
ARR (2024, public)
Spike
Organic uplift after relaunch
SEO+Social
Compounding loops
Uplift Stack v2.3 — reposition → clean funnel → distribution engine
EXECUTION FILE / 03

COLD-DOMINATION PROTOCOL

2,142,504

views in 90 days

1.6M+ views / 20 reels
3,000 new subs
4,100 profile taps
Cold Expansion v4.0 — hooks, micro-story, retention compression
EXECUTION FILE / 04

ASYMMETRY ENGINE —
MINIMAL INPUT, MAXIMAL IMPACT

WAYOFF
2.6M
VIEWS • 2 REELS
1,500 new audience
Aviator
300K
VIEWS • 20 REELS
built from zero
Viral Multiplier v3.7 — contradiction, tension, pacing, cold lift
SYSTEM SUMMARY / 05

ALL OF THIS IS ONE SYSTEM

Cluely gave the internal blueprint.

Predis proved the AI SaaS curve.

Kozlov, WAYOFF, Aviator showed how we hijack attention in the wild.

THIS IS THE GROWTH OPS BLACKBOX.
WE DON’T GUESS. WE INSTALL.