20+ Best Alternatives to Chroma in 2026
Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.
Looking for an alternative to Chroma? 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 →
Qdrant
$85MHigh-performance vector search engine built in Rust for production-grade AI retrieval.
Why it's similar: Shares categories with Chroma — Open Source AI, Vector Databases.
💵 Free
- 2View alternative →
LanceDB
$41.5MAI-native multimodal lakehouse for vector search, training data, and retrieval.
Why it's similar: Shares categories with Chroma — Open Source AI, Vector Databases.
💵 Open source
- 3View alternative →
Marqo
$19.4MAI-native search and product discovery platform that optimises ecommerce conversion and revenue.
Why it's similar: Shares categories with Chroma — AI Search, Embeddings & RAG.
💵 Enterprise · Contact sales
- 4View alternative →
Pinecone
$228MThe vector database for AI
Why it's similar: Shares categories with Chroma — Vector Databases, Embeddings & RAG.
💵 Freemium
- 5View alternative →
Weaviate
$168MOpen-source AI-native vector database
Why it's similar: Shares categories with Chroma — Vector Databases, Embeddings & RAG.
💵 Open source
- 6View alternative →
Perplexity
$2.0BAI-powered answer engine delivering real-time, cited responses to complex queries.
Why it's similar: Shares categories with Chroma — AI Search.
💵 Free
- 7View alternative →
Cline
$4MOpen-source autonomous AI coding agent for VS Code — bring your own model
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 8View alternative →
Liquid AI
$300MEfficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Enterprise · Contact sales
- 9View alternative →
Imbue
$232MTools to empower humans in the AI age with reliable, collaborative coding agents.
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 10View alternative →
Mistral AI
$6.3BOpen and efficient foundation models
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 11View alternative →
Hugging Face
$470MThe AI community building the future of machine learning.
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free · From $9/mo
- 12View alternative →
Physical Intelligence
$735MFoundation models for physical world AI
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Enterprise · Contact sales
- 13View alternative →
OpenEvidence
$735MAI medical assistant for clinicians
Why it's similar: Shares categories with Chroma — AI Search.
💵 Free
- 14View alternative →
OpenCode
UndisclosedOpen-source terminal AI coding agent — Aider alternative with multi-model support
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 15View alternative →
Refact.ai
UndisclosedSelf-hosted AI coding assistant — run on your own infra, own your data
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 16View alternative →
Kilo Code
UndisclosedStructured AI coding modes for VS Code — architect, code, and review separately
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
- 17View alternative →
Glean
$750MWork AI for the entire enterprise
Why it's similar: Shares categories with Chroma — AI Search.
💵 Enterprise · Contact sales
- 18View alternative →
You.com
$75MThe productivity search engine with AI agents.
Why it's similar: Shares categories with Chroma — AI Search.
💵 Free trial · From $15/mo
- 19View alternative →
Writesonic
$2.6MAI writer, editor, and SEO tool for content teams.
Why it's similar: Shares categories with Chroma — AI Search.
💵 Free · From $16/mo
- 20View alternative →
CrewAI
$18MFramework for orchestrating role-playing autonomous AI agents
Why it's similar: Shares categories with Chroma — Open Source AI.
💵 Free
Frequently asked questions
What are the best alternatives to Chroma?
The top-ranked alternatives to Chroma on NeuronFeed are Qdrant, LanceDB, Marqo, Pinecone, Weaviate. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to Chroma?
Yes — Qdrant, LanceDB, Weaviate offer a free plans. See the pricing column for each alternative above.
How is this list ranked?
We rank alternatives by shared categories with Chroma, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.
Chroma vs Qdrant — which is better?
It depends on use case. Qdrant (High-performance vector search engine built in Rust for production-grade AI retrieval.) is the #1-ranked alternative. See the full side-by-side at /compare/chroma-vs-qdrant.
Explore more around Chroma
Contextual paths to related AI startups, deals and rankings.