Enabling AI to understand, reason, and act in the world.
Enabling AI to understand, reason, and act in the world.
We provide high-quality spatial reasoning data that helps LLMs, agents and world models understand dynamic environments.
We provide high-quality spatial reasoning data that helps LLMs, agents and world models understand dynamic environments.
We provide high-quality spatial reasoning data that helps LLMs, agents and world models understand dynamic environments.
Backed by

Most data teaches models what to say or what to do,
not how the world evolves.
Most data teaches models what to say or what to do, not how the world evolves.
We build small, fully specified
environments designed to
surface world dynamics.
We build small, fully specified environments designed to surface world dynamics.
Each environment exposes ground-truth state, transitions, and events over time — including information the model cannot directly observe. This lets researchers train and evaluate models on memory, causality, and prediction, not just outcomes.
Each environment exposes ground-truth state, transitions, and events over time — including information the model cannot directly observe. This lets researchers train and evaluate models on memory, causality, and prediction, not just outcomes.
Each environment exposes ground-truth state, transitions, and events over time — including information the model cannot directly observe. This lets researchers train and evaluate models on memory, causality, and prediction, not just outcomes.
Working on spatial or temporal reasoning?
We work with research teams building models that must understand dynamics, memory, and hidden state. Tell us what you’re training — we’ll show you what our environments enable.
FAQ
Learn more about what Nitrode has to offer or feel free to contact us at support@nitrode.com
What kind of data does Nitrode provide?
What kind of data does Nitrode provide?
What kind of data does Nitrode provide?
What is spatial reasoning data for foundational models?
What is spatial reasoning data for foundational models?
What is spatial reasoning data for foundational models?
How is this different from standard datasets?
How is this different from standard datasets?
How is this different from standard datasets?
Are datasets off-the-shelf or custom?
Are datasets off-the-shelf or custom?
Are datasets off-the-shelf or custom?
What outcomes can enterprises expect?
What outcomes can enterprises expect?
What outcomes can enterprises expect?