Federated learning and analytics for SaaS

Train models that deliver more value to your customers with machine learning and analytics on your customers' distributed data.

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Your customers' data is valuable... but hard to get.

Your customers generate a lot of data on your platform, that could enable you to train and deliver more powerful models.

But much of that data lives on your customers' servers. And as sensitivity around data privacy and data sovereignty continue to grow, your customers don't want to share it.

Access more customer data, without centralizing it.

With integrate.ai's production-ready, API-based platform, stand up federated machine learning and analytics across data on your platform in less than a week, so that you can train models on more data.
Your customers' data never moves off their servers.
Integrate seamlessly and quickly using our SDK.
Deploy easily on integrate.ai secure architecture.
Protect PII and other sensitive information with differential privacy.
Save engineering time with managed infrastructure.
Empower your data scientists with tools for their entire workflow.

Accelerate your SaaS product roadmap.

Robotic Process Automation: Use customer data to train more accurate automation models, saving them time and money.
Operations, Logistics, and Supply Chain: Leverage intelligence across customers to generate models with more balanced data.
Healthcare: Access more patient health data to improve models for hospital operations, diagnostics, precision medicine, and more.


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