APD Indexing

Quality at Scale

12x
Smaller

Than fp32

10x
Faster

Than typical production setups

99.96% Similar

To original fp32 Vectors

Ultra-fast Native Hybrid Search

Our hybrid native index enables lightning fast hybrid search at the flick of a switch.

Zero Hassle Setup - Free Embeddings

50M in free embedding tokens with popular models like BGE-M3 and Nomic so all you have to do is point raw text at the index.

Day 0 Metadata Filters

Instant access to metadata filters makes multitenant indexing a breeze.

Automatic Config

You don't need to be a retrieval expert to have an index. We got you.

Hardened for Retrieval

97% same h@1 over 10.4M wikipedia articles

A Better ANN

Our SOTA PQ methods mean better initial search results out the gate

Ditch the SSD

Our ultra efficient compression means nothing needs to live off the hotpath.

Trusted by RAG Enthusiasts Worldwide

Join a growing community of developers who choose Dasein for its scaleable quality and ease of use.

How It Works

Dasien's proprietary compression model enables unparalleled scale and quality at minimal cost

1

Embed Text

Use our complimentary text embedding models or bring your own vectors to populate the index.

2

Build Index

We automatically detect and configure your index to maximize efficiency and recall while minimizing latency.

3

Query

Our compression magic doesn't just save space it actually speeds up queries delivering premium latency for a fraction of the cost.

Your Questions, Answered

Find everything you need to know about Dasein APD Index

What is APD Indexing?

What does “Dasein” mean?

Is this for me?

Are there complimentary credits?

Does it scale?

Is it secure?

How is your hybrid search so fast?

Why does this matter?

Still have questions?

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