Chroma alternatives

The 8 best alternatives to Chroma

Each tool below is a same-category competitor. Click Compare for a side-by-side breakdown against Chroma.

• Amazon BedrockPaid

  AWS's fully managed service for accessing foundation models from multiple providers, with agents, guardrails, and knowledge bases built in.

  • Multiple model providers through one managed service
  • Stays inside AWS security, IAM, and compliance
  Compare to ChromaVisit
• Databricks Mosaic AIEnterprise

  Databricks' suite for building, governing, and serving production AI — agents, RAG, fine-tuning, and evaluation — on top of your governed data.

  • AI built directly on governed lakehouse data
  • Unity Catalog lineage and access control extend to AI
  Compare to ChromaVisit
• Azure OpenAI ServicePaid

  Microsoft Azure's managed access to OpenAI models, deployed within an enterprise Azure tenant with its security and compliance controls.

  • OpenAI models inside the Azure governance boundary
  • Private networking and Entra ID identity
  Compare to ChromaVisit
• BasetenPaid

  A platform for deploying and serving machine-learning models in production, with autoscaling, fast cold starts, and GPU infrastructure managed for you.

  • Production model serving without managing GPUs
  • Autoscaling with fast cold starts
  Compare to ChromaVisit
• Google Vertex AIPaid

  Google Cloud's unified AI platform — access to Gemini and partner models, plus tools to build, deploy, and govern AI and agents.

  • Gemini plus a broad Model Garden
  • End-to-end build, deploy, evaluate, and govern
  Compare to ChromaVisit
• GroqFreemium

  An inference provider whose custom LPU hardware delivers exceptionally low-latency responses for open-weight models.

  • Exceptional inference speed and low latency
  • OpenAI-compatible API, easy to adopt
  Compare to ChromaVisit
• LiteLLMFreemium

  An open-source LLM gateway that gives you one consistent API and proxy across 100+ model providers, with key management and spend tracking.

  • One consistent API across 100+ providers
  • Proxy adds key management, budgets, and spend logging
  Compare to ChromaVisit
• ModalFreemium

  A serverless cloud for running AI and data workloads — define infrastructure in Python and get on-demand GPUs without managing servers.

  • Define and scale infrastructure directly in Python
  • On-demand GPUs with no cluster management
  Compare to ChromaVisit