A foundation model that predicts across every industry — in a single inference pass.
Language lives in words; industry lives in numbers. What to price, who to treat, which unit will fail, where demand moves next — every decision that moves an industry is a question buried in a table.
One model, pre-trained once, reads any table and fills in the value you need — with no task-specific training and no pipeline to maintain. The workflow that once took months collapses into a single inference.
It sees the patterns of numbers and fills in the missing values. It answers predictive questions that LLMs cannot.
A single foundation model that predicts across commerce, healthcare, finance, manufacturing, and defense.
Typical ML projects take weeks to months. It takes seconds — from raw data to predictions.
Across industries the questions look different, but the shape is always the same — a value missing from a table, waiting to be filled. Here is that one model, put to work.
| Price | Discount | Profit |
|---|---|---|
| $59 | 0% | $128K |
| $59 | 10% | $151K |
| $59 | 20% | $139K |
| ⋯ | ⋯ | ⋯ |
| SKU | Price | Promo | Units |
|---|---|---|---|
| SKU-19 | $29 | No | 4,120 |
| SKU-77 | $59 | Yes | 1,880 |
| SKU-08 | $15 | Yes | 9,540 |
| ⋯ | ⋯ | ⋯ | ⋯ |
| Txn | Avg 30d | Amount | Anomaly |
|---|---|---|---|
| TXN-41 | $30K | $28K | 0.04 |
| TXN-77 | $30K | $1.5M | 0.96 |
| TXN-90 | $49K | $52K | 0.07 |
| ⋯ | ⋯ | ⋯ | ⋯ |
Bring us your data, or bring us your ambition. Run a proof of concept on your own tables, or join the team building the model — either way, we'd like to hear from you.
contact@nums.worldHave a prediction problem sitting in a table? We'll run it through the model with you and show what a single inference pass can do.
We're looking for researchers and engineers who want to shape a foundation model for the world's tables. Tell us what you'd build.