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MACHINE HOUSE LABS / TOOLS, GAMES & EXPERIMENTS

We make content for a living — and software because we can.

We build tools for our content work and experiments anyone can try. TubeCount is available to play; other projects appear here as they develop.

Updated September 7, 2026
01 / The bench

What's live, what's in build.

LAB-001

TubeCount

Live

A daily game: see a real YouTube thumbnail, guess the view count. Three guesses — the title and channel unlock as clues — then the reveal shows exactly how far off you were. Play long enough and you earn an eye rating: a number on the packaging instinct this whole industry runs on.

790+ videos · 25 regions · free, no account Play → About the game →
LAB-002

YouTube CPM calculator — India

In build

A planned calculator for exploring YouTube earnings assumptions for an Indian audience. The rate inputs and calculation method are still being developed.

In build · 2026
02 / Why a lab

Tools from
the content work.

Machine House combines content and creative technology. We build research tools, content intelligence and production workflows as part of the work. Labs gives the public experiments a home of their own.

We list each project’s availability here. New releases will appear alongside TubeCount when they are ready to use.

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