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Qdrant

20+ Best Alternatives to Qdrant in 2026

High-performance vector search engine built in Rust for production-grade AI retrieval.

Looking for an alternative to Qdrant? Below are 20 AI startups working in the same space — ranked by our Neuron score so the most credible options come first. Each card shows what makes the tool a viable substitute, pricing signals, and funding stage.

  1. 1

    Pinecone

    $228M

    The vector database for AI

    Why it's similar: Shares categories with Qdrant — AI Infrastructure, Vector Databases.

    💵 Freemium

    View alternative →
  2. 2

    Chroma

    $20.3M

    Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.

    Why it's similar: Shares categories with Qdrant — Open Source AI, Vector Databases.

    💵 Open source

    View alternative →
  3. 3

    Weaviate

    $50M

    Open-source AI-native vector database

    Why it's similar: Shares categories with Qdrant — AI Infrastructure, Vector Databases.

    💵 Open source

    View alternative →
  4. 4

    LanceDB

    $30M

    AI-native multimodal lakehouse for vector search, training data, and retrieval.

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Open source

    View alternative →
  5. 5

    Hugging Face

    $970M

    The AI community building the future of machine learning.

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Free · From $9/mo

    View alternative →
  6. 6

    Zilliz

    $113M

    Fully managed vector database for AI, built by the creators of Milvus

    Why it's similar: Shares categories with Qdrant — AI Infrastructure, Vector Databases.

    💵 Free

    View alternative →
  7. 7

    Liquid AI

    $250M

    Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Enterprise · Contact sales

    View alternative →
  8. 8

    Ollama

    Undisclosed

    The easiest way to run open LLMs locally and in the cloud

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Free · From $20/mo

    View alternative →
  9. 9

    DeepInfra

    $133M

    High-throughput, low-cost AI inference cloud

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Free

    View alternative →
  10. 10

    Inferact

    $150M

    Commercial inference engine from the creators of vLLM

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Open source

    View alternative →
  11. 11

    RadixArk

    $100M

    Open infrastructure for frontier AI, built on SGLang

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Open source

    View alternative →
  12. 12

    Hyperbolic

    $20M

    Open-access AI cloud for compute and inference

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Free

    View alternative →
  13. 13

    Ragie

    $5.5M

    Fully managed RAG-as-a-Service for developers

    Why it's similar: Shares categories with Qdrant — AI Infrastructure, Embeddings & RAG.

    💵 Free

    View alternative →
  14. 14

    Vespa.ai

    $31M

    Big-data serving engine for vector and lexical search

    Why it's similar: Shares categories with Qdrant — AI Infrastructure, Vector Databases.

    💵 Free

    View alternative →
  15. 15

    BentoML

    $20M

    Unified inference platform to run AI at scale

    Why it's similar: Shares categories with Qdrant — Open Source AI, AI Infrastructure.

    💵 Free

    View alternative →
  16. 16

    Nebius

    $700M

    Full-stack AI cloud with large-scale GPU clusters for training and inference

    Why it's similar: Shares categories with Qdrant — AI Infrastructure.

    💵 Free trial

    View alternative →
  17. 17

    Celestial AI

    $515M

    Photonic Fabric optical interconnect for AI infrastructure

    Why it's similar: Shares categories with Qdrant — AI Infrastructure.

    💵 Custom

    View alternative →
  18. 18

    Mistral AI

    $6.3B

    Open and efficient foundation models

    Why it's similar: Shares categories with Qdrant — Open Source AI.

    💵 Free

    View alternative →
  19. 19

    d-Matrix

    $385M

    Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the

    Why it's similar: Shares categories with Qdrant — AI Infrastructure.

    💵 Free

    View alternative →
  20. 20

    Mythic

    $260M

    Analog compute-in-memory chips for power-efficient edge AI

    Why it's similar: Shares categories with Qdrant — AI Infrastructure.

    💵 Custom

    View alternative →

Frequently asked questions

What are the best alternatives to Qdrant?

The top-ranked alternatives to Qdrant on NeuronFeed are Pinecone, Chroma, Weaviate, LanceDB, Hugging Face. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.

Is there a free alternative to Qdrant?

Yes — Chroma, Weaviate, LanceDB offer a free plans. See the pricing column for each alternative above.

How is this list ranked?

We rank alternatives by shared categories with Qdrant, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.

Qdrant vs Pinecone — which is better?

It depends on use case. Pinecone (The vector database for AI) is the #1-ranked alternative. See the full side-by-side at /compare/qdrant-vs-pinecone.

Contextual paths to related AI startups, deals and rankings.