Category: Vector Search

Check out the blogs that falls under the category Vector Search. Learn more about the vector search best practices – interacting with AI LLMs and more

Vector Database Use Cases: Search, RAG, and AI Apps
Vector Database Use Cases: Search, RAG, and AI Apps

Explore real-world vector database use cases, from semantic search and

Build a Celebrity Look-Alike App With Multimodal Vector Search and Couchbase
Build a Celebrity Look-Alike App With Multimodal Vector Search and Couchbase

Most AI demos feel impressive for 30 seconds and then leave one question unanswered: How would you actually build this? This one is different. In this post, we’ll build a simple but compelling multimodal AI app to upload a face...

Filtered ANN Search With Composite Vector Indexes (Part 4)
Filtered ANN Search With Composite Vector Indexes (Part 4)

This post is the fourth part of a multi-part series exploring composite vector indexing in Couchbase. If you missed the previous posts, be sure to catch up on Part 1, Part 2 and Part 3. The series will cover: Why...

Filtered ANN Search With Composite Vector Indexes (Part 3)
Filtered ANN Search With Composite Vector Indexes (Part 3)

This post is the third part of a multi-part series exploring composite vector indexing in Couchbase. If you missed the previous posts, be sure to catch up on Part 1 and Part 2. The series will cover: Why composite vector...

Filtered ANN Search With Composite Vector Indexes (Part 2)
Filtered ANN Search With Composite Vector Indexes (Part 2)

This is the second blog post of a multi-part series exploring composite vector indexing in Couchbase, check out the first post here.  The series will cover: Why composite vector indexes matter, including concepts, terminology, and developer motivation. A Smart Grocery...

Filtered ANN Search With Composite Vector Indexes (Part 1)
Filtered ANN Search With Composite Vector Indexes (Part 1)

This post kicks off a multi-part series on composite vector indexing in Couchbase. We will start by building intuition, then progressively dive into internals, execution optimizations, and performance. The series will cover: Why composite vector indexes matter, including concepts, terminology,...

Couchbase 8.0: Unified Data Platform for Hyperscale AI Applications
Couchbase 8.0: Unified Data Platform for Hyperscale AI Applications

Couchbase 8.0 combines speed, scale, and flexibility in a single platform that runs anywhere—on-prem, in Capella DBaaS, or at the edge.

Building Smarter Agents: How Vector Search Drives Semantic Intelligence
Building Smarter Agents: How Vector Search Drives Semantic Intelligence

Vector search has become essential and Couchbase is enabling this transformation with Full Text Search (FTS) and Eventing.

How I Built a Plant RAG Application with Couchbase Vector Search on iOS
How I Built a Plant RAG Application with Couchbase Vector Search on iOS

Everything runs on-device using Couchbase vector search. No internet required, no photos sent to servers, just pure local plant identification magic.

Vector Database vs. Graph Database: Differences & Similarities
Vector Database vs. Graph Database: Differences & Similarities

Explore the differences and similarities between vector and graph databases, and learn which is best for your desired use case.

Introducing Couchbase as a Vector Store in Agno
Introducing Couchbase as a Vector Store in Agno

This integration brings together the best of Agno’s agent orchestration capabilities and Couchbase’s high-performance, scalable vector store.

Building a Simple Travel Agent Workflow with n8n and Couchbase Vector Search
Building a Simple Travel Agent Workflow with n8n and Couchbase Vector Search

Build a travel agent chatbot with n8n and Couchbase Vector Search using semantic search and workflow automation.