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Vector Search

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Leverage vector embeddings alongside operational data to build scalable semantic search experiences integrated within MongoDB Atlas.
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Video

Navigating the Challenges of Building Centralized gen AI Tooling

The line between “super doable” and “super hard” isn’t always obvious when bringing AI to production. In the latest episode of our new People Who Ship series, Apoorva Joshi sits down with MongoDB’s John Ziegler to explore how his team built internal generative AI tools like Central RAG and MongoGPT and how they navigated challenges like permission-aware data, integrating diverse sources (think Google Drive and Zendesk!), and making it all work using MongoDB Atlas....
MongoDBVector Search

Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

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Jun 23, 2025 | 18 min
Video

Build Agentic Workflows with Mastra - The TypeScript Agent Framework

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May 27, 2025 | 62 min
Vector Search Articles
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Article

Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search

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Sep 18, 2024 | 6 min read
Article

Discover Latent Semantic Structure With Vector Clustering

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Oct 11, 2024 | 10 min read
Article

AI Shop: The Power of LangChain, OpenAI, and MongoDB Atlas Working Together

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Sep 18, 2024 | 7 min read
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Vector Search Tutorials
All Vector Search Tutorials
Tutorial

How to Deploy Vector Search, Atlas Search, and Search Nodes With the Atlas Kubernetes Operator

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Mar 14, 2025 | 10 min read
Tutorial

How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications

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Mar 12, 2025 | 9 min read
Tutorial

DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters

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Feb 01, 2025 | 10 min read
Vector Search Videos
All Vector Search Videos
Video

Navigating the Challenges of Building Centralized gen AI Tooling

MongoDB thumbnail image
Play Button

Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

MongoDB thumbnail image
Play Button

Jun 23, 2025 | 18 min
Video

Build Agentic Workflows with Mastra - The TypeScript Agent Framework

MongoDB thumbnail image
Play Button

May 27, 2025 | 62 min
All Vector Search Content
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Tutorial

Learn to Build AI-Enhanced Retail Search Solutions with MongoDB and Databricks

Learn how to utilize MongoDB and Databricks to build ai-enhanced retail search solutions.
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Sep 18, 2024
Francesco Baldissera (+2)
Tutorial

How to Do Semantic Search in MongoDB Using Atlas Vector Search

Learn how to get started with Vector Search on MongoDB while leveraging the OpenAI.
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Sep 18, 2024
Benjamin Flast
Tutorial

Build an Image Search Engine With Python & MongoDB

Build a search engine for photographs with MongoDB Atlas Vector Search and a multi-modal embedding model.
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Sep 18, 2024
Mark Smith
Article

Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search

Discover how you can use SuperDuperDB to describe complex AI pipelines built on MongoDB Atlas Vector Search and state of the art LLMs.
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Sep 18, 2024
Duncan Blythe
Tutorial

Beyond Basics: Enhancing Kotlin Ktor API With Vector Search

Learn how to integrate Vector Search into your Kotlin with Ktor application using MongoDB.
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Sep 18, 2024
Ricardo Mello
Tutorial

RAG with Atlas Vector Search, LangChain, and OpenAI

Learn about Vector Search with MongoDB, LLMs, and OpenAI with the Python programming language.
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Sep 18, 2024
Harshad Dhavale
Tutorial

Part #2: Create Your Model Endpoint With Amazon SageMaker, AWS Lambda, and AWS API Gateway

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
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Sep 18, 2024
Dominic Frei
Tutorial

Part #3: Semantically Search Your Data With MongoDB Atlas Vector Search

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
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Sep 18, 2024
Dominic Frei
Tutorial

Part #1: Build Your Own Vector Search with MongoDB Atlas and Amazon SageMaker

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
Amazon SageMaker Logo

Sep 18, 2024
Dominic Frei
Tutorial

​​Reinventing Multi-modal Search With MongoDB and Anyscale

In this comprehensive guide, we explore a solution to modernize legacy search systems using Anyscale and MongoDB. The guide covers building a scalable multi-modal data indexing pipeline, implementing a hybrid search backend, and creating a user-friendly interface. The solution leverages MongoDB Atlas Vector Search and Anyscale’s AI compute platform to enhance search capabilities across text and image data.
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Sep 18, 2024
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Kamil Kaczmarek (+1)