20+ Best Alternatives to Mixedbread in 2026
Multimodal retrieval and search platform for AI agents
Looking for an alternative to Mixedbread? 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.
- 1View alternative →
Jina AI
$37.5MSearch foundation models: embeddings, rerankers, and a web reader API
Why it's similar: Shares categories with Mixedbread — AI Search, Embeddings & RAG.
💵 Free
- 2View alternative →
Chroma
$20.3MOpen-source search infrastructure for AI with vector, full-text, regex, and metadata search.
Why it's similar: Shares categories with Mixedbread — AI Search, Embeddings & RAG.
💵 Open source
- 3View alternative →
Marqo
$17.8MAI-native search and product discovery platform that optimises ecommerce conversion and revenue.
Why it's similar: Shares categories with Mixedbread — AI Search, Embeddings & RAG.
💵 Enterprise · Contact sales
- 4View alternative →
Perplexity
$2.0BAI-powered answer engine delivering real-time, cited responses to complex queries.
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 5View alternative →
Vespa.ai
$31MBig-data serving engine for vector and lexical search
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 6View alternative →
Nomic AI
$19MOpen-source embeddings and Atlas data maps for AI teams
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Free
- 7View alternative →
Parallel
$230MWeb search and research API purpose-built for AI agents
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial
- 8View alternative →
Contextual AI
$100MBuild specialized RAG agents for the enterprise
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Free
- 9View alternative →
Profound
$151MAI search visibility platform for Answer Engine Optimization across ChatGPT and Perplexity
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 10View alternative →
Raycast
$47MThe extensible AI launcher that puts every app, command, and model a keystroke away
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free · From $8/mo
- 11View alternative →
Onyx
$10MOnyx, formerly Danswer, is an open-source enterprise AI search and assistant that connects to
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 12View alternative →
Turbopuffer
$10MObject-storage-native vector and full-text search at massive scale
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial
- 13View alternative →
Coactive AI
$44MMultimodal AI that makes video and images searchable
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 14View alternative →
Vetted
$15MAI shopping research agent that reads Reddit, reviews, and experts so you don't have to
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 15View alternative →
Superlinked
$9.5MPython framework and compute layer for turning structured and unstructured enterprise data
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Free
- 16View alternative →
Bluefish
$68MAgentic marketing platform to influence how brands appear in AI
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 17View alternative →
Particle
$15.3MAI-powered news reader from ex-Twitter leaders that summarizes every side of a story
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 18View alternative →
Andi
$2.5MAd-free, private AI search that answers questions like a friend, not a list of links
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 19View alternative →
Sumble
$38.5MAI-powered knowledge-graph platform that maps which technologies, projects, and people exist
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 20View alternative →
AI Hay
$18MAI-powered knowledge discovery and Q&A platform for Vietnamese users
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
Frequently asked questions
What are the best alternatives to Mixedbread?
The top-ranked alternatives to Mixedbread on NeuronFeed are Jina AI, Chroma, Marqo, Perplexity, Vespa.ai. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to Mixedbread?
Yes — Jina AI, Chroma, Perplexity offer a free plans. See the pricing column for each alternative above.
How is this list ranked?
We rank alternatives by shared categories with Mixedbread, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.
Mixedbread vs Jina AI — which is better?
It depends on use case. Jina AI (Search foundation models: embeddings, rerankers, and a web reader API) is the #1-ranked alternative. See the full side-by-side at /compare/mixedbread-vs-jina-ai.
Explore more around Mixedbread
Contextual paths to related AI startups, deals and rankings.