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Software · head to head

AI21 Labs vs Float

AI21 Labs logo

AI21 Labs

Software

Enterprise language AI solutions

From
Free
Rated
-
Full reviewWebsite
Float logo

Float

Software

Resource management for agencies and teams

From
$6/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; Float web-only platform without native desktop applications
  • They diverge on capability: AI21 Labs covers Jamba models, Float covers Resource scheduling.

Where they differ

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

Attributes where AI21 Labs and Float differ
AttributeAI21 LabsFloat
Starting priceFree$6/month
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsApi, CloudWeb, Ios, Android
Founded20172011

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 Float

  • Resource scheduling
  • Capacity planning
  • Time tracking
  • Project planning
  • Reports
  • Asana
  • Jira
  • Teamwork

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

Float

  • Schedulingnot AI21 Labs
  • Appointment bookingnot AI21 Labs
  • Time trackingnot AI21 Labs
  • Resource managementnot AI21 Labs
  • Team coordinationnot 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

Float

  • Web-only platform without native desktop applications
  • No offline mode for resource planning
  • Limited reporting customization on lower-tier plans
  • No built-in payroll or invoicing features

Pricing, plan by plan

AI21 Labs

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

Float

$6/month
  • Starter$6/month
    • Resource scheduling
    • Time off
    • Basic reports
  • Pro$10/month
    • Time tracking
    • Budget tracking
    • Advanced reports

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 Float if

  • You need resource scheduling.
  • You work on Web, Ios, Android.
  • You also want capacity planning.
Float review

Questions people ask

Is AI21 Labs or Float better?
Neither clearly leads. AI21 Labs starts at Free and Float at $6/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, AI21 Labs or Float?
AI21 Labs has a free tier; the other does not. Paid plans start at Free for AI21 Labs and $6/month for Float.
Does AI21 Labs or Float run on more platforms?
AI21 Labs runs on Api, Cloud. Float runs on Web, Ios, Android.
Can I use AI21 Labs for free?
Yes. AI21 Labs has a free tier, so you can try it without paying. Float starts at $6/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 Float is typically brought in for.
What can AI21 Labs do that Float cannot?
AI21 Labs covers Jamba models, Long context, RAG engine, Writing tools. Float covers Resource scheduling, Capacity planning, Time tracking, Project planning.

Answered from the vendors’ own pages

Float: What does Float pricing start at?

Float's Starter plan begins at $7 per user per month for basic resource scheduling and capacity management. The Pro plan costs $12 per user per month with advanced features like estimates and actuals tracking.

Source
Float: Is Float independent or backed by investors?

Float is independent and self-funded. The company is a B Corp certified since 2024 and is profitable. It has never raised venture funding and operates with a fully remote team.

Source
Float: What platforms does Float support?

Float is a web-based platform accessible through modern browsers. It provides visual resource management, scheduling, capacity planning, time tracking, and forecasting tools.

Source
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Related pages

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