Software · head to head
AI21 Labs vs Cockroach Labs
The short version
- Each has a real cost: AI21 Labs the free allowance is $10 of credit lasting 7 days rather than an ongoing free tier; Cockroach Labs basic and Standard tiers limited to AWS and GCP (select regions only)
- They diverge on capability: AI21 Labs covers Jamba models, Cockroach Labs covers Distributed SQL.
Where they differ
Only the attributes on which AI21 Labs and Cockroach Labs actually diverge.
| Attribute | AI21 Labs | Cockroach Labs |
|---|---|---|
| Pricing model | usage-based | freemium |
| Platforms | Api, Cloud | AWS, GCP, Azure |
| Founded | 2017 | 2015 |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).
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 AI21 Labs
- Jamba models
- Long context
- RAG engine
- Writing tools
- REST API
- Amazon Bedrock
- Cloud platforms
- Api support
Only in Cockroach Labs
- Distributed SQL
- Automatic Sharding
- Multi-region Replication
- Geo-partitioning
- ACID Transactions
- Horizontal Scaling
- Survivability
- PostgreSQL Compatibility
What people use each for
The jobs each tool is most often brought in to do.
AI21 Labs
- Running long-context tasks on the Jamba model familynot Cockroach Labs
- Building and optimising production AI agents with Maestronot Cockroach Labs
- Routing between models to control cost and accuracynot Cockroach Labs
- Long-horizon agentic tasks needing stateful workspacesnot Cockroach Labs
Cockroach Labs
- Distributed SQL database for scalable applicationsnot AI21 Labs
- Multi-region deployment and failovernot AI21 Labs
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
AI21 Labs
- The free allowance is $10 of credit lasting 7 days rather than an ongoing free tier
- Jamba Large is $2 per million input tokens and $8 per million output, so output-heavy work costs four times as much as input
- Volume discounts, private cloud hosting and higher rate limits require a custom plan
- Standard rate limits are not published
Cockroach Labs
- Basic and Standard tiers limited to AWS and GCP (select regions only)
- Azure support restricted to Advanced tier only
- Basic tier limited to 50 million RUs and 10 GiB storage per month
- Advanced tier starts at $0.60/hour for 4 vCPUs minimum
- 3 TiB maximum storage on Basic and Standard tiers, 10 TiB per node on Advanced
Pricing, plan by plan
AI21 Labs
Free- Free TrialFree
- Limited usage
- API access
- Jamba$0.2/per-million-input-tokens
- 256K context
- Hybrid architecture
Cockroach Labs
FreeNo published plan breakdown. See the Cockroach Labs review.
Which should you pick?
Choose AI21 Labs if
- You need jamba models.
- You want to start without paying.
- You work on Api, Cloud.
- You also want long context.
Choose Cockroach Labs if
- You need distributed sql.
- You want to start without paying.
- You work on AWS, GCP, Azure.
- You also want automatic sharding.
Questions people ask
- Is AI21 Labs or Cockroach Labs better?
- Neither clearly leads. AI21 Labs starts at Free and Cockroach Labs at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, AI21 Labs or Cockroach Labs?
- AI21 Labs starts at Free and Cockroach Labs at Free.
- Does AI21 Labs or Cockroach Labs run on more platforms?
- AI21 Labs runs on Api, Cloud. Cockroach Labs runs on AWS, GCP, Azure.
- Can I use AI21 Labs for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is AI21 Labs best used for?
- AI21 Labs is most often used for running long-context tasks on the jamba model family, building and optimising production ai agents with maestro, routing between models to control cost and accuracy, long-horizon agentic tasks needing stateful workspaces. Of those, running long-context tasks on the jamba model family and building and optimising production ai agents with maestro are not what Cockroach Labs is typically brought in for.
- What can AI21 Labs do that Cockroach Labs cannot?
- AI21 Labs covers Jamba models, Long context, RAG engine, Writing tools. Cockroach Labs covers Distributed SQL, Automatic Sharding, Multi-region Replication, Geo-partitioning.
Related pages
More on Cockroach Labs
Keep looking
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