Pitch Presentation
Video reasoning is the next fundamental intelligence paradigm.
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Even the most advanced LLMs fail at the simplest tasks for kids.

The real substrate of spatiotemporal intelligence has arrived.

“Navigate through the maze from green start to red flag end.”
Results
Our model scores 0.708 on the VBVR benchmark. OpenAI's Sora 2 scores 0.546. Google's Veo 3 scores 0.480. This isn't a cherry-picked metric — it's a systematic evaluation across 200+ reasoning tasks. We didn't just build the test. We built the model that passes it.
Traction
Organic coverage from major AI influencers and content creators — no paid promotion.
All organic, from leading AI influencers.
What happens when video models learn to reason
Video-audio model is the operating system for next generation human-machine interfaces.
Function tool calling leads to language model agents. We wonder what is the model context protocol for video models.

Prompting is a very unnatural way for artists to create. Direct editing on visual content is definitely the future UI of creative AI.
From research to revenue
Active Products
We play the Anthropic game, where monetization over chatbot is a day-one strategy.

Potato Studio
Draw on images to generate videos.

Data Fountain
Generate video reasoning datasets on demand.
50+
Artists signed up
Potato Studio
7+
Enterprises in conversations
Data Platform
Our continued foundational research guided by deep understanding of intelligence will find us the Claude Code moment.

Manufacturing & Factories

Health & Medicine
Sports Analytics
Weather & Climate
Input
Output
Open Source Everything
We open-source the full stack — data, model, and infra. Smartest people build on us, with us, beyond us.
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Open-source procedural video data generators — anyone can create training data.
Open weights on HuggingFace — the community fine-tunes and extends.
Open-source evaluation, data pipelines, and training code.
Open-source procedural video data generators — anyone can create training data.

Founder & CEO
Hokin built VBVR from scratch — the benchmark, the data pipeline, the model, the evaluation framework, and the research community around it, now leading 55 researchers from 32 universities across 5 continents — no lab, no grants, just the work.
Unfair Advantage
100 university Discord channels. 80 WhatsApp groups. One afternoon to mobilize 500 contributors. We call it the Boba Tea strategy — and no data platform on earth can match our cost or speed.
Market
TAM
~$3T
World reasoning intelligence
SAM
~$500B
Video reasoning — training, inference, evaluation
SOM
~$10B
Synthetic data, model APIs, and creative tools — where we play today
Markets that need video reasoning
Investment Memo