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Chroma vs Together AI

The ultimate side-by-side head-to-head analysis for 2026.

Short answer

  • Price: not directly comparable — Chroma is free, Together AI is usage-based pricing.
  • How to start: Chroma is free, Together AI is usage-based pricing.

These lines are generated from the pricing we track, not from a paid placement. We do not publish a quality score, because we do not have one we can stand behind. They cannot tell you which tool fits your workflow — the sections below are there for that. How we score tools.

Chroma

Together AI

Category
AI Tools
AI Tools
Base Price
Free
Usage-based
Public API
Yes
Yes
Mobile app
No
No
Open source / self-hostable
Yes
No
SSO (SAML)
No
Yes
Visit Chroma
Visit Together AI

Choose Chroma if:

Developers prototyping retrieval before choosing a production store.

Choose Together AI if:

Teams running open models in production without managing GPUs.

Chroma: pros & cons

  • Trivial to start with in a script
  • Open source and free
  • Good for prototypes and small collections
  • Not designed for very large scale
  • Fewer production features than rivals
  • Operational tooling is thin

Together AI: pros & cons

  • Wide selection of open models
  • Fine-tuning available
  • Competitive per-token pricing
  • Model availability changes over time
  • Performance varies by model and load
  • No proprietary frontier models

Our verdict on Chroma

The easiest place to start. Plan the migration path before your collection grows.

Our verdict on Together AI

A reasonable middle ground between raw GPUs and closed APIs.

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