What is Couchbase AI Services?

Couchbase AI Services is a suite of AI-driven database solutions that enhance application performance through predictive analytics, machine learning-powered query optimization, and real-time decision-making.

How does AI improve database performance?

AI improves database performance by automating query optimizations, enabling real-time predictive analytics, and reducing manual intervention through intelligent automation.

Does Couchbase AI Services support vector search?

Yes, Couchbase AI Services supports vector search, allowing for AI-powered indexing and enhanced search capabilities across unstructured data.

Can Couchbase AI Services be integrated with existing applications?

Yes, Couchbase AI Services seamlessly integrates with existing applications, providing AI-driven insights and automation without disrupting current workflows.

What are the benefits of AI-powered databases?

AI-powered databases offer improved scalability, real-time analytics, enhanced search capabilities, intelligent automation, and optimized query performance, making them ideal for modern data-driven applications.

AI Services in Capella

AI Services extend our AI database platform to tackle AI trust issues and simplify the development, scaling, and governance of applications and agents. Streamline RAG (retrieval-augmented generation) workflows and agentic AI at scale.

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Product

Couchbase 8.0: Breakthrough vector search. Billion-scale speed!

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BENCHMARK

Vector search tests: Couchbase is 350x faster than MongoDB at billion scale

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AI Services for GenAI at scale

Couchbase gives teams a unified data platform, with billion-scale vector support, that accelerates inference, automates vectorization workflows for RAG, and catalogs all agent components – tools, prompts, traces, and ground truths. Teams overcome issues with managing context due to broad data access and variety challenges, streamlining conversation interactivity, and agent trustworthiness due to a lack of observability and governance.

Ensure your agentic apps meet performance, operational, and trust standards

Trust AI

Securely co-locate your data and models, utilize guardrails, and streamline agent governance in a single platform.

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Accelerate inference

Flexible data support, billion-scale vector support, and LLM caching reduce context sprawl and latency loops for faster results.

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Automate RAG

Streamlined data ingestion, vectorization, and indexing simplify workflows for production-grade systems.

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Control costs

Our highly scalable, in-memory architecture and advanced caching technologies reduce the total cost of ownership for AI.

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Capella AI Services

Couchbase provides a comprehensive data solution for building fast, secure, and enterprise-grade AI systems. AI Services streamline the development, scaling, and governance of agents while extending our database platform, which delivers millisecond performance, billion-scale vector support, and unmatched flexibility for diverse data needs.

Model Service

Accelerate secure inference with NVIDIA NIM, caching, and guardrails for enhanced safety and performance.

Vectorization Service

Automate RAG embedding and indexing for better model responses. As data changes, it's re-vectorized.

Data Processing Service

Automates the conversion of unstructured data (e.g., text, PDFs, images) into JSON and then vectors.

Agent Catalog

Manage your agents’ tools and prompts, and use traces to debug and govern their behavior.

AI Functions

Utilize SQL++ and AI functions to utilize LLMs for tasks like analyzing sentiment, summarizing text, and more.

Capella iQ

Capella's assistant generates SQL++ for data queries and vector search, speeding up development tasks.

Trustworthy AI & agents

To address concerns about data security and AI accuracy, Couchbase enables customers to securely co-locate data and AI models within their environment. Built-in guardrails and advanced controls protect applications, while our agent catalog monitors and surfaces agent behavior near critical boundaries.

Speed at scale

Agents and AI applications require rapid access to diverse data for optimal user experiences. Couchbase’s architecture delivers millisecond responses across various data types and use cases, eliminating the inefficiencies of siloed databases. To further enhance speed, semantic caching minimizes unneeded LLM calls, reducing both inference time and costs.

Powerful vector search

Couchbase’s advanced vector search delivers billion-scale storage and search with exceptional performance and accuracy. It enables rich context across text, images, and more, while ensuring scalability, security, and seamless AI tool integration for cost-effective LLM interactions. Move from prototype to production effortlessly with billion-scale capacity and three indexing options tailored to any use case.

Automating RAG pipelines

Organizations often overlook unstructured data that can enhance AI models. RAG makes model responses better. Couchbase automates data ingestion, vectorization, and indexing, streamlining workflows and improving model responses. It converts unstructured data (e.g., text, PDFs, images) into JSON and vectors, re-vectorizing automatically with updates to give more context to models.

AI database platform

Capella is the foundation for your critical AI applications and agents. Capella helps you:

Store and process agentic inputs and outputs for every LLM interaction.
Build guardrails and manage contextual memory to help agents stay on task without hallucinating.
Lower your costs of AI exchanges by using Capella’s content caching, high-performance vector retrieval, semantic caching, and performance tuning.
Push AI interactions closer to your mobile user for exceptional experiences.

With Capella, there are no compromises for performance, scale, versatility, costs, or global reach.