USE CASE
Artificial Intelligence (AI) Use Cases
Build the next generation of AI agents with Couchbase’s operational data platform for AI.
Artificial Intelligence
Top AI use cases
Delight customers with hyper-personalized applications and empower employees with AI agents that streamline work. Ensure fast, quality results and reduce hallucinations with our operational data platform for AI.
AI agents (agents & memory)
Give agents persistent memory across sessions, and simplify management of their tools, prompts, and traces – so you can debug, govern, and keep behavior grounded as it changes.
RAG-based AI applications
Build real-time AI with more accurate, timely results powered by your corporate data. Our vector search options align to your needs to deliver milliseconds responses even at billion scale.
Search (semantic & hybrid)
Build superior search and recommendations systems. Our flexible indexing allows for sophisticated hybrid queries that combine vector, text, geospatial, and operational data with millisecond response.
Edge AI
Power mobile apps with vector search and predictive analytics, even offline. Securely sync vector data and AI models from the cloud to the edge to empower teams with powerful new capabilities.
Machine learning
Use our real-time database platform to empower machine learning models for predictive trend and anomaly detection to avoid fraudulent activities.
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“We looked at Couchbase and Mongo. We found that the replication technology across data centers for Couchbase was superior, especially for the large workloads.”
Claus Moldt, CIO, FICO (100+ AI patents)<1
ms response times
24×365
application uptime
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“With search integrated into Couchbase, we can seamlessly search all this data and derive relevance-based intelligence using a single data platform.”
Dave Starling, CTO, Seenit500K+
videos stored
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“Couchbase real-time communications data and high concurrency query greatly improve the performance and stability for the AI Assistant application.”
Andy Qiu, CEO, Jinmu70M
documents
8K
operations
per second -
“We looked for a solution with high performance, scalability, and uptime. We combined all our requirements and concluded that Couchbase was the database for us.”
Eliav Gnessin, CTO, Tondo Smart60%
reduction in
operating
costs50%
decrease in
street and
area lighting
costs
Related resources
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Blog
Your AI agents are stuck in pilot. It’s a data problem, not a model problem
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Video
Couchbase AI Data Plane product demo
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WEBPAGE
Couchbase AI Data Plane for fast and powerful enterprise AI
AI-powered applications FAQ
Get quick answers to questions about AI for apps, databases, and more.
A technique for data retrieval where objects (text, images, and videos) are represented as vectors (arrays of numbers) and objects are matched via similar numerical characteristics.
Predictive AI is designed to forecast outcomes based on historical data and real-time analysis. Generative AI creates new content that mimics original data, often for natural language conversations.
Common use cases include hyper-personalized content generation, chatbot Q&A, enhanced enterprise search, recommendation systems, hybrid search, and data analysis.
Agentic and other AI-powered applications combine user information, real-time contextual data, predictive calculations, and NLP GenAI to deliver hyper-personalized experiences with the power of LLMs.
Scattered agent infrastructure adds complexity, latency, and cost. Couchbase AI Data Plane keeps memory, data access, governance, and cache together to lower TCO and speed results.
Couchbase delivers real-time performance with in-memory processing, highly efficient indexing, and a scalable distributed architecture. It also ensures data durability and supports complex SQL++ queries.