how bitfount works

Let insights flow, not data

Federated data science enables organisations to collaborate easily, quickly and confidently by sending algorithms to data, not the other way around. From GenAI, to image analysis, to advanced multi-party analytics.

how bitfount works

Bitfount is a full-stack federated network

Bitfount supports a range of AI and data science capabilities out of the box, all accessible in a single, flexible platform depending on the needs of your project.

Federated inference

Bring models to data to make predictions, without any data crossing the firewall

Bring the models to the data. Bitfount’s governance layer makes managing model usage permissions a breeze.

Private fine-tuning

Fine-tune the world’s leading open-source foundation models on your private data

Customise open-source models to achieve high accuracy on your domain tasks, without having to transfer your data out to third parties.

Federated training

Train models on multiple proprietary datasets without any data moving

Only model weights are transferred and aggregated, giving you the best models with minimal governance burden.

Federated model evaluation

Calculate model performance metrics on private data without sharing models, or data

Send models to truly held-out private datasets and receive back just the performance metrics.

Federated analytics

Extract insights and trends from multiple datasets for data-driven decision-making

Run complex analytics to address your toughest research, BI and data integrity questions, all without any data transfer.

private set intersection

Find dataset overlaps without disclosing unwanted information

Activate your first party data from your own warehouse without the need for third-party data clean rooms or confidential computing enclaves.

Additional privacy-enhancing technologies

differential privacy

Ensure the privacy of your results, mathematically guaranteed

Ensure analysis results cannot be used to reconstruct
the original data.

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secure aggregation

Safely aggregate results without revealing individual contributions

Enable confidential benchmarking, cross-organisation BI queries, and federated model training.

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Starting with Bitfount is simple, fast, and free.