Viral Human Content.AI to Scale It.

Our team builds AI-assisted content systems, creates launch videos, and handles content production.

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Ben mapping a content workflow on a whiteboard.

The 3 services we offer:

A team of AI agents in the Grok Bot app, each handling part of a content workflow.

AI Content Systems

Turn a content process into a workflow your team can run.

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Opening frame of a launch video for Dataherald, with a prompt box over a blurred mountain meadow.

Launch Videos

Give people a clear reason to care about what you’re launching.

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Before and after on graph paper: a real estate video labeled Before with 1,512 views, an arrow, then a restyled video labeled After with 206K views.

Done-for-You Content

You bring nothing. We come up with the ideas and make the content.

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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 +
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