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Machine Learning · head to head

Domino Data Lab vs IBM Cognos Analytics

Domino Data Lab logo

Domino Data Lab

Machine Learning

Enterprise MLOps platform

From
Free
Rated
-
Full reviewWebsite
IBM Cognos Analytics logo

IBM Cognos Analytics

Business Intelligence

AI-powered business intelligence

From
$15/month
Rated
-
Full reviewWebsite

The short version

  • Only Domino Data Lab has a free tier, so it costs nothing to try first.
  • Each has a real cost: Domino Data Lab pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form; IBM Cognos Analytics listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter
  • They diverge on capability: Domino Data Lab covers Reproducible environments, IBM Cognos Analytics covers AI Assistant.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Domino Data Lab and IBM Cognos Analytics actually diverge.

Attributes where Domino Data Lab and IBM Cognos Analytics differ
AttributeDomino Data LabIBM Cognos Analytics
Starting priceFree$15/month
Free tierYesNo
PlatformsWebWeb, Desktop, Mobile, Cloud
CategoryMachine LearningBusiness Intelligence
Founded20131911

Identical on both: pricing model (subscription), user rating (Not yet rated).

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 Domino Data Lab

  • Reproducible environments
  • Model registry
  • Model monitoring
  • Collaboration
  • Governance
  • AWS
  • Azure
  • GCP

Only in IBM Cognos Analytics

  • AI Assistant
  • Natural Language Queries
  • Automated Insights
  • Story Telling
  • Mobile Analytics
  • IBM Db2
  • Oracle
  • SQL Server

Both cover

  • Web support

What people use each for

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

Domino Data Lab

  • Running reproducible data science workspaces and experiments on shared computenot IBM Cognos Analytics
  • Deploying and monitoring models with governance controlsnot IBM Cognos Analytics
  • Giving regulated enterprises a self managed MLOps platformnot IBM Cognos Analytics

IBM Cognos Analytics

  • Self-service analyticsnot Domino Data Lab
  • Data explorationnot Domino Data Lab
  • Ad-hoc reportingnot Domino Data Lab
  • Collaborative analysisnot Domino Data Lab
  • Embedded analyticsnot Domino Data Lab

Where each one falls short

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

Domino Data Lab

  • Pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form
  • Licensing is split by user type, with separate data science professional, data analyst, service account and admin licences
  • FinOps, Nexus and Governance are paid add on modules rather than part of the platform
  • Support level is a separate priced choice
  • Self managed VPC or on premises deployment requires the Premium tier or higher
  • No free trial is offered on the pricing page

IBM Cognos Analytics

  • Listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter

Pricing, plan by plan

Domino Data Lab

Free
  • TrialFree
    • 14-day trial
    • Full features
  • EnterpriseFree
    • Full platform
    • Enterprise support
    • SLA

IBM Cognos Analytics

$15/month
  • Standard$15/month
    • Dashboards
    • Reporting
    • AI Insights
  • Plus$35/month
    • Advanced Analytics
    • Planning
    • Premium Support

Which should you pick?

Choose Domino Data Lab if

  • You need reproducible environments.
  • You want to start without paying.
  • You also want model registry.
Domino Data Lab review

Choose IBM Cognos Analytics if

  • You need ai assistant.
  • You work on Web, Desktop, Mobile, Cloud.
  • You also want natural language queries.
IBM Cognos Analytics review

Questions people ask

Is Domino Data Lab or IBM Cognos Analytics better?
Neither clearly leads. Domino Data Lab starts at Free and IBM Cognos Analytics at $15/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Domino Data Lab or IBM Cognos Analytics?
Domino Data Lab has a free tier; the other does not. Paid plans start at Free for Domino Data Lab and $15/month for IBM Cognos Analytics.
Does Domino Data Lab or IBM Cognos Analytics run on more platforms?
Domino Data Lab runs on Web. IBM Cognos Analytics runs on Web, Desktop, Mobile, Cloud.
Can I use Domino Data Lab for free?
Yes. Domino Data Lab has a free tier, so you can try it without paying. IBM Cognos Analytics starts at $15/month.
What is Domino Data Lab best used for?
Domino Data Lab is most often used for running reproducible data science workspaces and experiments on shared compute, deploying and monitoring models with governance controls, giving regulated enterprises a self managed mlops platform. Of those, running reproducible data science workspaces and experiments on shared compute and deploying and monitoring models with governance controls are not what IBM Cognos Analytics is typically brought in for.
What can Domino Data Lab do that IBM Cognos Analytics cannot?
Domino Data Lab covers Reproducible environments, Model registry, Model monitoring, Collaboration. IBM Cognos Analytics covers AI Assistant, Natural Language Queries, Automated Insights, Story Telling. Both handle Web support.

Answered from the vendors’ own pages

Domino Data Lab: What user license types are available and what can they do?

Data Science Professionals get full development, model training, and GPU access. Data Analysts get Python/R environments and dashboard creation with limited computing. License counts vary by tier (5-10 admin licenses and 5-10 service accounts).

Source
Domino Data Lab: What support response times are included?

Premium tier includes 2-business-day SLA for support. Enterprise includes 1-business-day SLA plus 24/7 support for critical issues. Both tiers include monitoring and support services.

Source
Domino Data Lab: Are there additional modules available beyond the base subscription?

Yes, advanced add-on modules are available including FinOps (cost optimization), Nexus (hybrid/multicloud support), and Governance. These require separate purchase on top of your subscription tier.

Source
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