Data and IT leaders face a critical challenge: the foundation of any AI/ML initiative is an effective data integration strategy. However, making trustworthy, transformed data available throughout your systems while it’s still fresh is a daunting task. Traditional tools force trade-offs: OLTP databases struggle with OLAP queries, streaming systems are complex, and data warehouses lack the freshness and cost-efficiency required for online services. Budget constraints, fragmented data, and steep learning curves add to the challenge.
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Materialize is a real-time data integration platform that creates and continually updates strongly consistent views of transactional data from across your organization. Its SQL interface democratizes the ability to serve and access live data. Materialize can be deployed anywhere your infrastructure runs.
Use Materialize to assemble and adapt live data services in minutes, with the team you already have. Example AI/ML use cases include:
- Real-time structured data for RAG: Add live data to inference pipelines by dynamically generating enriched prompts that include up-to-the-second data about your customers or organization.
- Online Feature Serving: Serve real-time features like moving averages directly to inference pipelines without overwhelming OLTP systems.
- Agent Orchestration: Give LLM-powered agents the ability to update loosely coupled data products while sharing a consistent and up-to-date view of the world so that they can coordinate to efficiently complete tasks.
| Simplify your AI/ML architecture with three common patterns enabled by Materialize | ||
|---|---|---|
| Query Offload (CQRS)
Scale complex read queries more efficiently than a read replica, and without the headaches of cache invalidation. |
Integration Hub
Extract, load, and incrementally transform data from multiple sources. Create live views of your data that can be queried directly or pushed downstream. |
Operational Data Mesh
Use SQL to create and deliver real-time, strongly consistent data products to streamline coordination across services and domains. |
Materialize has helped a financial services provider improve profitability by detecting fraud in real time, a customer outreach startup optimize agent deployment and prompt creation, and Nanit, a baby monitor startup, reduce AI costs by managing inference based on activity and customer preferences.