AI/ML Solution With CelerData
CelerData Cloud is a high-performance analytical engine featuring native vector search and an integrated MCP server. Power RAG, semantic search, ML model serving, and real-time analytics, all within a single, unified system.
RAG
Hybrid vector + SQL retrieval for high-quality, real-time context.
Data Engineering Agents
Let agents explore schemas, generate SQL, and automate analysis via MCP.
Retrieval
Power semantic search, similar-item retrieval, and real-time ranking on one fast engine.
Serve Features & Embeddings
Serve features, embeddings, and inference signals from one high-performance engine.
Context For Your LLM
CelerData stores documents, metadata, and embeddings in the same engine, so you can keep retrieval and analytics together.
Real-time ingest keeps the knowledge base fresh for low-latency RAG responses.
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Data Engineering Agents
With the StarRocks MCP server, data engineering agents can inspect schemas, generate SQL, and run transformations directly against CelerData Cloud.
Serve Features & Embeddings
With CelerData, features and embeddings are defined once in the lakehouse and served consistently for both offline training and online inference. Models can query fresh, keyed features through millisecond-level point queries from the same analytical engine.
AI/ML Resources
Discover what’s really working in ML/AI for analytics from CelerData and our customers.
