Nums AI
The Large Tabular Model.
A pre-trained model that predicts across every industry — in a single inference pass.
Product
One pre-trained model. Every table. No pipelines.
Numerical reasoning.
LTM sees the patterns of numbers and fills in the missing values. It answers predictive questions that LLMs cannot.
One model. Every industry.
A single pre-trained model that predicts across commerce, healthcare, finance, manufacturing, and defense.
The first scalable numerical model.
Typical ML projects take 3 to 9 months. LTM takes seconds. From raw data to predictions.
Process
How it works.
Bring your table.
Point LTM at any tabular dataset. No feature engineering, no training pipeline, no months of ML work.
In-context learning.
LTM reads the patterns of your numbers. Pre-trained once, adapted in-context to your domain.
Predict.
Ask the question. Get the answer in a single inference pass. A probability. A class. A missing value. That's the output.
Use Cases
Numbers are the language of the world.
Commerce
Which price and release date would maximize profit over the next month?
Healthcare
Among ICU admissions, how many patients will be discharged within 3 days?
Finance
Is there any fraudulent transaction between user A and user B?
Manufacturing
Which units off the line in the next shift will fail QA?
Defense
Which radar tracks in the last hour deviate from baseline patterns?
Currently in stealth