Is Chroma or Ninox better?

Neither clearly leads. Chroma starts at Free and Ninox at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Chroma or Ninox?

Chroma starts at Free and Ninox at Free.

Does Chroma or Ninox run on more platforms?

Both run on Web, so platform support will not decide this one for you.

Can I use Chroma for free?

Both have a free tier, so you can try either at no cost before committing.

What is Chroma best used for?

Chroma is most often used for prototyping retrieval-augmented generation where the priority is having a working index in minutes rather than choosing a permanent store, agent memory in a single application process, where an embedded store avoids adding a network dependency, a departmental search application under roughly ten million records where one server is sufficient and simplicity is worth more than headroom, local and ci testing of retrieval code with the same client library used in production. Of those, prototyping retrieval-augmented generation where the priority is having a working index in minutes rather than choosing a permanent store and agent memory in a single application process, where an embedded store avoids adding a network dependency are not what Ninox is typically brought in for.

What can Chroma do that Ninox cannot?

Chroma covers Embedded mode, Single-node server, Distributed architecture, Vector search.

Databases · head to head

Chroma vs Ninox

Chroma

Databases

Apache 2.0 vector and full-text search engine that runs as an embedded library, a single server or a distributed cloud service.

From: Free
Rated: -

Full review Website

Ninox

Databases

The database for teams

From: Free
Rated: -

Full review Website

The short version

Each has a real cost: Chroma on a single node, available memory sets a hard upper bound on collection size, roughly 245,000 records per gigabyte of RAM at 1024 dimensions, so capacity planning is a memory purchase and the ceiling arrives without warning.; Ninox free plan limited to 5 users and 5,000 records
Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Chroma and Ninox actually diverge.

Attributes where Chroma and Ninox differ
Attribute	Chroma	Ninox
Pricing model	usage-based	freemium

Identical on both: starting price (Free), free tier (Yes), platforms (Web), user rating (Not yet rated), category (Databases).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Chroma

Embedded mode
Single-node server
Distributed architecture
Vector search
Full-text search
Metadata filtering
Consistent API across modes
Multi-language clients

Only in Ninox

Nothing recorded that Chroma does not also cover.

What people use each for

The jobs each tool is most often brought in to do.

Chroma

Prototyping retrieval-augmented generation where the priority is having a working index in minutes rather than choosing a permanent storenot Ninox
Agent memory in a single application process, where an embedded store avoids adding a network dependencynot Ninox
A departmental search application under roughly ten million records where one server is sufficient and simplicity is worth more than headroomnot Ninox
Local and CI testing of retrieval code with the same client library used in productionnot Ninox

Ninox

No-code database solutions for small to medium teamsnot Chroma
Workflow automation and process managementnot Chroma
Customer data and project tracking with custom viewsnot Chroma

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Chroma

On a single node, available memory sets a hard upper bound on collection size, roughly 245,000 records per gigabyte of RAM at 1024 dimensions, so capacity planning is a memory purchase and the ceiling arrives without warning.
Single-node queries parallelise only up to the number of vCPUs, after which requests queue and latency rises linearly with concurrency, so throughput problems appear as a slow application rather than as errors.
The distributed deployment behind Chroma Cloud is a different architecture from the embedded library, so latency, consistency and failure behaviour observed in a local prototype do not predict production behaviour.
The open source server has no built-in authentication or multi-tenancy worth relying on, so a self-hosted deployment needs its own auth proxy and network controls before anything untrusted can reach it.
The project has moved quickly through major internal rewrites and version changes, so upgrades have historically involved data migrations and client changes, and pinning versions is necessary rather than cautious.

Ninox

Free plan limited to 5 users and 5,000 records
API call limits restrict automation on lower tiers (1,000/month free, 10,000/month team)
Only 7-day history on free plan vs. unlimited on Business

Pricing, plan by plan

Chroma

Free

StarterFree
- 10 databases
- 10 team members
- Community Slack access
Team$250/month
- 100 databases
- 30 team members
- $100 in included credits
Enterprise$null/month
- Unlimited databases
- Unlimited team members
- Dedicated support

Ninox

Free

FreeFree
- Up to 5 users
- 100 MB storage
- Up to 5,000 records
Team$25/month
- 5 GB storage per user
- 50,000 records per user
- 10,000 API calls per user per month
Business$40/month
- 10 GB storage per user
- 250,000 records per user
- 50,000 API calls per user per month
Enterprise$null/custom
- Custom pricing available
- Dedicated support
- Custom solutions and governance

Which should you pick?

Choose Chroma if

You need embedded mode.
You want to start without paying.
You also want single-node server.

Chroma review

Choose Ninox if

You want to start without paying.

Ninox review

Questions people ask

Is Chroma or Ninox better?: Neither clearly leads. Chroma starts at Free and Ninox at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Chroma or Ninox?: Chroma starts at Free and Ninox at Free.
Does Chroma or Ninox run on more platforms?: Both run on Web, so platform support will not decide this one for you.
Can I use Chroma for free?: Both have a free tier, so you can try either at no cost before committing.
What is Chroma best used for?: Chroma is most often used for prototyping retrieval-augmented generation where the priority is having a working index in minutes rather than choosing a permanent store, agent memory in a single application process, where an embedded store avoids adding a network dependency, a departmental search application under roughly ten million records where one server is sufficient and simplicity is worth more than headroom, local and ci testing of retrieval code with the same client library used in production. Of those, prototyping retrieval-augmented generation where the priority is having a working index in minutes rather than choosing a permanent store and agent memory in a single application process, where an embedded store avoids adding a network dependency are not what Ninox is typically brought in for.
What can Chroma do that Ninox cannot?: Chroma covers Embedded mode, Single-node server, Distributed architecture, Vector search.

Answered from the vendors’ own pages

Chroma: Do I need to run a server?

No. Chroma runs embedded in your process with persistence to a local directory, which is how most projects start. The server and distributed modes exist for when multiple clients or larger collections require them.

Ninox: How much does Ninox cost?

Ninox is free for individuals with up to 5 users. Team plan is 25 EUR per user per month (billed annually), and Business plan is 40 EUR per user per month (billed annually). Enterprise plans have custom pricing.

Source

Chroma: How large can a single node get?

The project puts single-node deployments at fewer than about ten million records across a handful of collections, with collection size bounded by system memory at roughly 245,000 records per gigabyte at 1024 dimensions.

Ninox: Is Ninox free?

Yes, Ninox offers a free plan for up to 5 users with 100 MB storage and 5,000 records. No payment required to start, and includes all core views: table, form, chart, kanban, maps, and calendar.

Source

Chroma: Is Chroma Cloud the same software?

It is the same API and project, but the distributed deployment is a different architecture, using independent services, object storage and SSD caches rather than a single process. Behaviour under load differs accordingly.

Ninox: What is Ninox Team plan pricing?

The Team plan costs 25 EUR per user per month (billed annually). It includes 5 GB storage per user, 50,000 records, 10,000 API calls per month per user, and 30-day history. Annual billing is required.

Source

Chroma: How does it compare with pgvector?

pgvector keeps vectors in a Postgres database you already operate, with SQL, joins and transactions. Chroma is a dedicated retrieval engine with a lower setup cost and a retrieval-shaped API. If you already run Postgres, pgvector removes a system; if you do not, Chroma removes a decision.

Chroma: What licence is it under?

Apache 2.0, which permits self-hosting and embedding in commercial products without a competing-use restriction.

Chroma vs Ninox

Chroma

Ninox

The short version

Where they differ

What each one covers

Only in Chroma

Only in Ninox

What people use each for

Chroma

Ninox

Where each one falls short

Chroma

Ninox

Pricing, plan by plan

Chroma

Ninox

Which should you pick?

Choose Chroma if

Choose Ninox if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Chroma

More on Ninox

Keep looking

Other head to heads