Artificial Intelligence
Turn raw streams into AI-ready datasets without breaking a sweat.


Matt Turck, VC at FirstMark
AI is only as powerful as the data that fuels it. Estuary Flow delivers real-time, AI-ready pipelines that ensure models operate with the freshest, most relevant data, without the complexity.
Success StoryFuel AI with the Right Data, at the Right Time
Utilize Estuary Flow to consolidate and prepare data from sources like Salesforce, HubSpot, and Pinecone for AI and Retrieval-Augmented Generation (RAG) applications. Optimize your data flows for AI-driven workloads.
Real-Time Data for AI Workflows
Estuary Flow ensures your AI models are always powered by the freshest data, enabling smarter decision-making and better predictions. Training, fine-tuning, or deploying AI models, Flow delivers the right data precisely when you need it.
Real-time data integration for AI pipelines.
Seamless synchronization of data sources to eliminate lag.
Supports high-velocity data for time-sensitive AI applications.
AI-Ready Data Preparation
With Estuary Flow, data preparation for AI becomes effortless. Built-in transformations and schema evolution allow you to align incoming data with your model requirements, minimizing preprocessing time.
Declarative transformations using SQL and TypeScript.
Automated schema evolution for evolving AI datasets.
Unified pipelines for consistent, high-quality data ingestion.
Optimized for Retrieval-Augmented Generation (RAG)
Power RAG applications with real-time, unified data pipelines. Estuary Flow integrates effortlessly with vector databases like Pinecone, ensuring your AI systems can access and retrieve the most relevant information in milliseconds.
Direct materialization to vector databases for RAG workflows.
Low-latency data feeds to enhance query accuracy and speed.
Reliable updates ensure AI models use the latest data.
Broad Integration Ecosystem
Estuary Flow connects to a wide range of data sources, including Salesforce and HubSpot, to centralize and streamline your AI data preparation. Materialization connectors for specialized tools like Pinecone further simplify AI integration.
Native connectors for CRM, marketing, and operational data.
Real-time transformation and enrichment for AI readiness.
Flexible architecture to support future AI tools and platforms.