OcientML® brings machine learning directly into the OcientAIQ™ Unified Data Platform, enabling teams to create and operationalize models on petabyte-scale enterprise data without moving data across fragmented systems.
Make machine learning part of your governed data foundation
Machine learning becomes more useful when it operates alongside the analytics and workflows that depend on it. With OcientML, teams can uncover patterns, generate predictions, score models, and apply ML-driven insights directly to full-resolution data under the same governance, security, and access controls used across the platform.
- Build machine learning models where enterprise data already lives
- Train on fresh, full-resolution data without sampling or unnecessary movement
- Run ML alongside SQL, geospatial, graph, and real-time analytics in a single platform
- Apply model outputs directly within analytical and operational workflows
- Use the same governance, security, and access controls that apply across the OcientAIQ Unified Data Platform
- Support both human-led analytics and emerging agent-driven workflows on the same trusted data foundation
OcientML gives teams an easier way to develop machine learning models using familiar SQL workflows. By building ML directly into the query engine, OcientAIQ helps reduce the complexity, cost, and operational overhead of moving large datasets into separate ML environments.
Teams can use OcientML to:
- Create and train machine learning models inside the platform
- Query models directly as part of analytical workflows
- Push computation down to OcientAIQ instead of pulling massive datasets into external systems
- Produce repeatable, governed results that analysts, applications, and agents can act on with confidence
OcientML accelerates machine learning development with support for common analytical model types, including:
- Regression models
- Classification models
- Feedforward neural networks
- Principal component analysis
- …and more.
Facilitate data science at scale
Download Accelerate Data Exploration with OcientML to learn about this offering.
OcientML is part of the broader OcientAIQ Unified Data Platform, which brings SQL, ML, geospatial, graph, and real-time workloads together in one system. This unified foundation helps teams analyze full-resolution enterprise data without federation, sampling, or unnecessary data movement.
For AI and agentic workflows, that foundation matters. Agents can orchestrate questions while the platform performs the computation, helping reduce data movement, improve answer consistency, and keep governance applied at the core.
See how OcientML and the OcientAIQ Unified Data Platform help teams run trusted, governed analytics and AI on petabyte-scale data.