One Model, Infinite Predictions

Pre-trained tabular foundation models for making predictions on structured data.
Get best-in-class results in seconds - no tuning, no ML pipelines

TabPFN–3

New

Our frontier model for most demanding prediction tasks. Up to 1M rows in 0.2s. Supercharged by Thinking mode.

Output

Copy Code
Python
>>> tabpfn.predict(X_test)
array(['No', 'Yes', 'No', 'Yes', 'No'])
>>> tabpfn.predict_proba(X_test)
array([[0.92, 0.08],
       [0.15, 0.85],
       [0.78, 0.22],
       [0.03, 0.97],
       [0.88, 0.12]])

TabPFN-3 by the numbers

Average accuracy across 51 OpenML datasets
Default
Tuned (4 hours)
Tuned + Ensembled (4 hours)

93% win rate over classic ML

On TabArena, leading benchmark for structured data tasks

0.2s for predictions on 1M samples

Fast inference for real-world predictive workflows

+420 ELO with Thinking mode

TabPFN-3.5-Thinking beats AutoML in 80% of the cases

Result, no matter the input

Free text, read as a feature

cracked bracket, water ingress at the seal, second visit customer reports intermittent fault under load, no code logged returned item, outer packaging damaged in, cracked bracket, water ingress at the seal, second visit customer reports intermittent fault under load,

1000s distinct IDs, no encoding

SKU-448210 SKU-091774 SKU-233081 SKU-560412 SKU-118935 SKU-702884 SKU-315097 SKU-880123 SKU-046621 SKU-579340SKU-880123 SKU-046621 SKU-579340 SKU-702884 SKU-315097 SKU-880123 SKU-046621 SKU-579340 SKU-880123 SKU-046621

100s of measurements per row

0.995 0.135 0.485 0.412 1.131 1.047 1.349 0.222 0.691 0.142 0.406 0.807 0.137 0.378 1.010 0.863 0.409 0.925 1.233 0.109 1.228 1.077 0.576 0.318 1.440 0.571 0.230 0.235 1.286 0.945 0.995 0.135 0.485 0.412 1.131 1.047 1.349 0.222 0.691 0.142 0.406 0.807 0.137 0.378 1.010 0.863 0.409 0.925 1.233 0.109 1.228 1.077 0.576 0.318 1.440 0.571 0.230 0.235 1.286 0.945

churn_risk
0.94
One forward pass. No feature engineering.

Trusted across industries

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40% Improvement in anomaly detection to advance predictive maintenance.

Isabel Fernando, Innovation Manager, Hitachi Rail
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TabPFN has the potential to fundamentally transform how banks approach prediction tasks.

Maksims Volkovs, Senior Vice President and Chief AI Scientist, Layer 6 AI at TD
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This collaboration enables us to derive actionable clinical insights from complex proteomic datasets.

Simon Meier, CEO, Oxford Cancer Analytics
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90% accuracy at cancer patients identification using peripheral blood

Michael Goldberg, PhD, VP R&D at BostonGene
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22 of 24 outcomes correctly predicted
Surgeon Commander Tim Scott, Consultant Anaesthetist, UHNM NHS Trust
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TabPFN presents an exciting opportunity to adopt tabular foundation models and unlock their potential to serve more customers with greater precision.

Dr. Dietrich Eherler, Head of Statistical Analysis and Development, Creditplus Bank AG
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TabPFN performs surprisingly well with minimal training data. This capability is particularly valuable for fraud detection, where labeled examples are limited.

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Old models were worse than TabPFN in MAPE. Now, our spend forecasting is more accurate and less manual.

Hendrik Dohme, Data Scientist, Exito
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Production-grade predictions - typically in seconds.

Dael Williamson, EMEA CTO, Databricks

Podcast Insights: Prof. Frank Hutter on TabPFN and the Future of Tabular AI

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How TabPFN is Transforming Financial Risk Management

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How BostonGene Utilized TabPFN to Identify Immune System Profiles

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Predictions, where you need them

TabPFN fits into your stack - API, private cloud, or agents. Same frontier model, on your terms.

API

Get best results with API-exclusive Thinking mode.

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VPC

Deploy TabPFN-3 inside your own cloud environment.

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Agents

Supercharge your agents with structured data intelligence.

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