Softwr

Software · head to head

AI21 Labs vs Improvado

AI21 Labs logo

AI21 Labs

Software

Enterprise language AI solutions

From
Free
Rated
-
Full reviewWebsite
I

Improvado

Software

Data integration platform for marketing teams

From
$1000/month
Rated
-
Full reviewWebsite

The short version

  • Only AI21 Labs has a free tier, so it costs nothing to try first.
  • Each has a real cost: AI21 Labs the free allowance is $10 of credit lasting 7 days rather than an ongoing free tier; Improvado no pricing is published, and no cost driver or minimum is stated
  • They diverge on capability: AI21 Labs covers Jamba models, Improvado covers 500+ data source connectors.

Where they differ

Only the attributes on which AI21 Labs and Improvado actually diverge.

Attributes where AI21 Labs and Improvado differ
AttributeAI21 LabsImprovado
Starting priceFree$1000/month
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsApi, CloudWeb, Api, Data-warehouse
Founded20172015

Identical on both: 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 Improvado

  • 500+ data source connectors
  • Data transformation
  • Real-time syncing
  • Data warehouse integration
  • ETL capabilities
  • Data quality monitoring
  • Historical data
  • Custom connectors

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 Improvado
  • Building and optimising production AI agents with Maestronot Improvado
  • Routing between models to control cost and accuracynot Improvado
  • Long-horizon agentic tasks needing stateful workspacesnot Improvado

Improvado

  • Aggregating marketing data from many platforms into one pipelinenot AI21 Labs
  • Feeding blended campaign data into BI tools and dashboardsnot 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

Improvado

  • No pricing is published, and no cost driver or minimum is stated
  • The route to a figure is a working session with a solutions engineer rather than a rate card

Pricing, plan by plan

AI21 Labs

Free
  • Free TrialFree
    • Limited usage
    • API access
  • Jamba$0.2/per-million-input-tokens
    • 256K context
    • Hybrid architecture

Improvado

$1000/month
  • Starter$1000/month
    • Up to 20 data sources
    • Basic transformations
    • Standard support
  • Professional$2500/month
    • Up to 100 data sources
    • Advanced transformations
    • Priority support
  • Enterprise$undefined/month
    • Unlimited data sources
    • Custom integrations
    • Dedicated support

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.
AI21 Labs review

Choose Improvado if

  • You need 500+ data source connectors.
  • You work on Web, Api, Data-warehouse.
  • You also want data transformation.
Improvado review

Questions people ask

Is AI21 Labs or Improvado better?
Neither clearly leads. AI21 Labs starts at Free and Improvado at $1000/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, AI21 Labs or Improvado?
AI21 Labs has a free tier; the other does not. Paid plans start at Free for AI21 Labs and $1000/month for Improvado.
Does AI21 Labs or Improvado run on more platforms?
AI21 Labs runs on Api, Cloud. Improvado runs on Web, Api, Data-warehouse.
Can I use AI21 Labs for free?
Yes. AI21 Labs has a free tier, so you can try it without paying. Improvado starts at $1000/month.
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 Improvado is typically brought in for.
What can AI21 Labs do that Improvado cannot?
AI21 Labs covers Jamba models, Long context, RAG engine, Writing tools. Improvado covers 500+ data source connectors, Data transformation, Real-time syncing, Data warehouse integration.
ShareXLinkedInRedditWhatsAppEmail

Related pages

More on AI21 Labs

More on Improvado

Keep looking

Other head to heads