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 →
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
- 2View 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
- 3View 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
- 4View alternative →
Profound
$331MAI search visibility platform for Answer Engine Optimization across ChatGPT and Perplexity
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 5View alternative →
Contextual AI
$100MBuild specialized RAG agents for the enterprise
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Free
- 6View alternative →
Bluefish
$68MAgentic marketing platform to influence how brands appear in AI
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 7View alternative →
You.com
$175MThe productivity search engine with AI agents.
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial · From $15/mo
- 8View alternative →
Parallel
$230MWeb search and research API purpose-built for AI agents
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial
- 9View alternative →
Coactive AI
$44MMultimodal AI that makes video and images searchable
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 10View alternative →
Glean
$750MWork AI for the entire enterprise
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Enterprise · Contact sales
- 11View alternative →
Exa
$102MSearch for AI applications
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 12View 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.
💵 Enterprise · Contact sales
- 13View alternative →
Memories.ai
$8MVisual memory model for understanding long videos
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 14View alternative →
Writesonic
$2.7MAI writer, editor, and SEO tool for content teams.
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial · From $16/mo
- 15View alternative →
Pinecone
$228MThe vector database for AI
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Freemium
- 16View alternative →
Qdrant
$50MHigh-performance vector search engine built in Rust for production-grade AI retrieval.
Why it's similar: Shares categories with Mixedbread — Embeddings & RAG.
💵 Free
- 17View alternative →
Vespa.ai
$31MBig-data serving engine for vector and lexical search
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free trial
- 18View alternative →
Linkup
$13MParis-based startup building a web search API architected specifically for AI systems and
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 19View alternative →
Vuelo
$7.6MAI-native travel booking and payments platform
Why it's similar: Shares categories with Mixedbread — AI Search.
💵 Free
- 20View alternative →
Nimble
$75MAI agents that search the web and turn results into queryable data tables
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 Chroma, Jina AI, Perplexity, Profound, Contextual AI. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to Mixedbread?
Yes — Chroma, Jina AI, 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 Chroma — which is better?
It depends on use case. Chroma (Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.) is the #1-ranked alternative. See the full side-by-side at /compare/mixedbread-vs-chroma.
Explore more around Mixedbread
Contextual paths to related AI startups, deals and rankings.