
Viral Human Content.AI to Scale It.
Our team builds AI-assisted content systems, creates launch videos, and handles content production.

The 3 services we offer:



What’s bottlenecking you from making viral content?
How we weigh a workflow
AI Leverage =Output Value × P(Successful Replication)Cash Cost + Human Labor Cost
A practical way to evaluate a workflow: weigh the value of a successful result and how often the process succeeds against its cash and human labor costs.
What each term means +What each term means −
- Output Value
- The value of an acceptable result, conditional on success.
- P(Successful Replication)
- The chance a fresh run meets defined success criteria under stated conditions.
- Cash Cost
- Direct spend, including failed attempts and retries within the defined workflow.
- Human Labor Cost
- Setup, prompting, supervision, review, editing, and cleanup, valued consistently in money.
“In God we trust. All others bring data.”
— W. Edwards Deming