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Machine Learning · head to head

Domino Data Lab vs Shortcut

Domino Data Lab logo

Domino Data Lab

Machine Learning

Enterprise MLOps platform

From
Free
Rated
-
Full reviewWebsite
Shortcut logo

Shortcut

Technology

Project management for software teams

From
Free
Rated
-
Full reviewWebsite

The short version

  • 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; Shortcut limited reporting compared to Jira
  • They diverge on capability: Domino Data Lab covers Reproducible environments, Shortcut covers Stories & epics.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Domino Data Lab and Shortcut actually diverge.

Attributes where Domino Data Lab and Shortcut differ
AttributeDomino Data LabShortcut
Pricing modelsubscriptionUnknown
PlatformsWebWeb, macOS, Windows, Linux
CategoryMachine LearningTechnology
Founded20132014

Identical on both: starting price (Free), free tier (Yes), 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 Shortcut

  • Stories & epics
  • Iterations (sprints)
  • Kanban boards
  • Roadmaps
  • Reporting
  • Docs
  • API & webhooks
  • Mobile apps

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 Shortcut
  • Deploying and monitoring models with governance controlsnot Shortcut
  • Giving regulated enterprises a self managed MLOps platformnot Shortcut

Shortcut

  • Sprint planningnot Domino Data Lab
  • Bug trackingnot Domino Data Lab
  • Feature developmentnot Domino Data Lab
  • Product roadmappingnot Domino Data Lab
  • Team collaborationnot 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

Shortcut

  • Limited reporting compared to Jira
  • Designed specifically for software teams, not general project management
  • Can experience slow loading times with very large projects

Pricing, plan by plan

Domino Data Lab

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

Shortcut

Free
  • FreeFree
    • Kanban boards
    • Sprints
    • Roadmaps
  • Team$8.5/user/month
    • Unlimited users
    • Advanced reports
    • WIP limits
  • Business$12/user/month
    • Unlimited workspaces
    • OKRs
    • Advanced custom fields
  • Enterprise$undefined/custom
    • Volume discounts
    • SSO/SCIM
    • Premier 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 Shortcut if

  • You need stories & epics.
  • You want to start without paying.
  • You work on Web, macOS, Windows, Linux.
  • You also want iterations (sprints).
Shortcut review

Questions people ask

Is Domino Data Lab or Shortcut better?
Neither clearly leads. Domino Data Lab starts at Free and Shortcut at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Domino Data Lab or Shortcut?
Domino Data Lab starts at Free and Shortcut at Free.
Does Domino Data Lab or Shortcut run on more platforms?
Domino Data Lab runs on Web. Shortcut runs on Web, macOS, Windows, Linux.
Can I use Domino Data Lab for free?
Both have a free tier, so you can try either at no cost before committing.
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 Shortcut is typically brought in for.
What can Domino Data Lab do that Shortcut cannot?
Domino Data Lab covers Reproducible environments, Model registry, Model monitoring, Collaboration. Shortcut covers Stories & epics, Iterations (sprints), Kanban boards, Roadmaps.

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
Shortcut: Does Shortcut have a free plan?

Yes, Shortcut offers a free plan for up to 10 users with core features like kanban boards, roadmaps, sprints, and reports. Paid plans start at $8.50 per user per month.

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
Shortcut: Does Shortcut integrate with GitHub?

Yes, Shortcut has native GitHub integration that automatically syncs pull requests and commits to stories, and includes GitLab and Bitbucket support as well.

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
Shortcut: Can I use Shortcut for non-technical projects?

Shortcut is built for software teams, though you can customize workflows for other use cases. Linear and Asana may be better suited for non-technical project management.

Source
Shortcut: Does Shortcut support SSO and SCIM?

Yes, SSO and SCIM support are available on the Enterprise plan, allowing centralized identity management for large organizations.

Source
Shortcut: What's the difference between Shortcut and Jira?

Shortcut is lighter and faster with less setup required, while Jira offers deeper customization and enterprise features. Shortcut works better for modern software teams wanting simplicity; Jira suits enterprises needing extensive configuration.

Source
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