Software · head to head
AI21 Labs vs Google Optimize
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; Google Optimize google Optimize and Optimize 360 were sunset and are no longer available as of September 30, 2023
- They diverge on capability: AI21 Labs covers Jamba models, Google Optimize covers A/B testing.
Where they differ
Only the attributes on which AI21 Labs and Google Optimize actually diverge.
| Attribute | AI21 Labs | Google Optimize |
|---|---|---|
| Pricing model | usage-based | freemium |
| Platforms | Api, Cloud | Web |
| Founded | 2017 | 1998 |
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 Google Optimize
- A/B testing
- Google Analytics integration
- Visual editor
- Real-time analytics
- Google Analytics
- Google Tag Manager
- Google's security
- Cloud deployment
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 Google Optimize
- Building and optimising production AI agents with Maestronot Google Optimize
- Routing between models to control cost and accuracynot Google Optimize
- Long-horizon agentic tasks needing stateful workspacesnot Google Optimize
Google Optimize
- A/B and multivariate testing of web pages tied to Google Analytics goalsnot AI21 Labs
- Personalising page content for defined audience segmentsnot AI21 Labs
- Redirect tests between alternative landing page URLsnot 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
Google Optimize
- Google Optimize and Optimize 360 were sunset and are no longer available as of September 30, 2023
- Any experiments and personalizations still running on that date were ended by Google
- Google directs former users to third-party A/B testing tools, naming AB Tasty, Optimizely and VWO, rather than a replacement Google product
Pricing, plan by plan
AI21 Labs
Free- Free TrialFree
- Limited usage
- API access
- Jamba$0.2/per-million-input-tokens
- 256K context
- Hybrid architecture
Google Optimize
Free- FreeFree
- A/B testing
- Google Analytics integration
- Visual editor
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 Google Optimize if
- You need a/b testing.
- You want to start without paying.
- You also want google analytics integration.
Questions people ask
- Is AI21 Labs or Google Optimize better?
- Neither clearly leads. AI21 Labs starts at Free and Google Optimize at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, AI21 Labs or Google Optimize?
- AI21 Labs starts at Free and Google Optimize at Free.
- Does AI21 Labs or Google Optimize run on more platforms?
- AI21 Labs runs on Api, Cloud. Google Optimize runs on Web.
- 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 Google Optimize is typically brought in for.
- What can AI21 Labs do that Google Optimize cannot?
- AI21 Labs covers Jamba models, Long context, RAG engine, Writing tools. Google Optimize covers A/B testing, Google Analytics integration, Visual editor, Real-time analytics.
Related pages
More on Google Optimize
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