Qdrant is a leading open-source high-performance Vector Database written in Rust with extended metadata filtering support and advanced features. It deploys as an API service providing a search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications. Powering vector similarity search solutions of any scale due to a flexible architecture and low-level optimization. Qdrant is trusted and high-rated by Machine Learning and Data Science teams of top-tier companies worldwide.
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Qdrant's answer:
Advanced Features, Performance, Scalability, Developer Experience, and Resources Saving.
Qdrant's answer:
Highest performance https://qdrant.tech/benchmarks/, scalability and ease of use.
Qdrant's answer:
Qdrant is written completely in Rust. SDKs available for all popular languages Python, Go, Rust, Java, .NET, etc.
Based on our record, Qdrant should be more popular than Airmail. It has been mentiond 40 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
The airmail app https://airmailapp.com has a shortcut action that allows you to search emails and returns things, not used it myself but you could try that. Source: about 1 year ago
I once trusted AirMail, but they created so many extra folders and kept switching around the client interface. It haunts me to this day, since I recommended it to so many people who hated it. Source: over 1 year ago
You might want to consider Airmail Pro or Business as an alternative. I think it has all the features you are looking for. They offer a privacymode and some privacy features but I don't have any experiences with this app or company. Good luck! Source: about 2 years ago
I am using Airmail and I always find what I search for. On Mac, iPad and iPhone. Https://airmailapp.com. Source: over 2 years ago
Also, I don't think Airmail responds on here much, but I've found if you click the chat icon at the bottom right of this page, they're pretty good about responding by email. You can also check with their Slack page if you use their beta app, which BTW, is free. https://airmailapp.com/. Source: over 2 years ago
Vector Databases: Qdrant for efficient data storage and retrieval. - Source: dev.to / 3 days ago
AgentCloud uses Qdrant as the vector store to efficiently store and manage large sets of vector embeddings. For a given user query the RAG application fetches relevant documents from vector store by analyzing how similar their vector representation is compared to the query vector. - Source: dev.to / about 1 month ago
Great. Now that we have the embeddings, we need to store them in a vector database. We will be using Qdrant for this purpose. Qdrant is an open-source vector database that allows you to store and query high-dimensional vectors. The easiest way to get started with the Qdrant database is using the docker. - Source: dev.to / about 1 month ago
I took Qdrant for this project. The reason was that Qdrant stands for high-performance vector search, the best choice against use cases like finding similar function calls based on semantic similarity. Qdrant is not only powerful but also scalable to support a variety of advanced search features that are greatly useful to nuanced caching mechanisms like ours. - Source: dev.to / about 2 months ago
I'm currently looking to implement locally, using QDrant [1] for instance. I'm just playing around, but it makes sense to have a runnable example for our users at work too :) [2]. [1]. https://qdrant.tech/. - Source: Hacker News / 2 months ago
Thunderbird - Thunderbird is a free email application that's easy to set up and customize - and it's loaded with great features!
Milvus - Vector database built for scalable similarity search Open-source, highly scalable, and blazing fast.
Polymail - Native email app for email productivity.
Weaviate - Welcome to Weaviate
Spark Mail - Spark helps you take your inbox under control. Instantly see what’s important and quickly clean up the rest. Spark for Teams allows you to create, discuss, and share email with your colleagues
pgvecto.rs - Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database. - tensorchord/pgvecto.rs