The Axonis federated AI platform

Your data stays in place

No enterprise can centralize 100% of its data. Axonis brings AI to your data wherever it lives – cloud, on-prem, or at the edge. With Axonis, you can train better models and run real-time inference on your production data—transactions, events, logs, images, videos, sensor signals, and more.

Federated data & AI execution

The magic of the Axonis platform is full federation, and it starts at the data layer. Federated data prep and feature engineering means the data never has to leave Axonis to train or fine-tune sophisticated models. Federated learning means models travel to the data to train - without sharing the data. And federated inference, RAG, and MCP means that AI execution can happen wherever it is required, securely.

Models & connectors included

Axonis can complement your AI/ML and data investments. With a full API, built-in models (like PyTorch, TensorFlow, XGBoost, etc.), Hugging Face integration, extensible data connectors, and a cloud-native stack, Axonis can add federation to any AI strategy. Deploy Axonis on-top of Databricks or Snowflake to instantly add decision intelligence, or connect to legacy systems directly to bypass centralization altogether.

Integrated Enterprise MCP

Axonis extends MCP beyond basic connectivity into an enterprise-grade control plane that governs how agents access data, invoke actions, and contribute to decisions, while enforcing security, policy, and accountability at every step.

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Every agent interaction flows through Axonis’ secure backend, where data-level security, attribute-based authorization, and role-aware access controls are applied consistently across humans, models, and agents. There is no implicit trust between tools, systems, or workflows, ensuring that AI-assisted actions operate strictly within enterprise policy.

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Decision Context Built-In

New! The Axonis platform now includes an entire AI-assisted decision provenance layer, built-in. Exposed through the Axonis MCP and designed to work with Axonis Decision Intelligence, the platform becomes the system-of-record for decision traces, AI-interactions, human attestation, and cryptographically sealed decision records.

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Once you capture your decision context, you can optimize it with LLM analysis and even model fine-tuning - all possible in Axonis.

Cell-level data security

Born in classified environments, Axonis delivers military-grade, zero-trust security with data-level access control for your most sensitive, regulated data. With ABAC (attribute-based access control), Axonis can label data upon ingest to enforce access policies, even down to the cell level of data, on any model training or AI execution.

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With security embedded in the data, you get more secure AI agents and chatbots, out-of-the-box. In Axonis, if a user (or an agent) shouldn't have access to data, they will never even know it exists.

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