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Machine Learning · head to head

Neptune.ai vs Shortcut

Neptune.ai logo

Neptune.ai

Machine Learning

Metadata store for MLOps

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: Neptune.ai free tier limited to 100 hours per month, exhausted quickly with serious ML work; Shortcut limited reporting compared to Jira
  • They diverge on capability: Neptune.ai covers Experiment tracking, Shortcut covers Stories & epics.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Neptune.ai and Shortcut actually diverge.

Attributes where Neptune.ai and Shortcut differ
AttributeNeptune.aiShortcut
PlatformsWeb, Self-hostedWeb, macOS, Windows, Linux
CategoryMachine LearningTechnology
Founded20172014

Identical on both: starting price (Free), pricing model (Unknown), 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 Neptune.ai

  • Experiment tracking
  • Model registry
  • Metadata logging
  • Comparison views
  • Custom dashboards
  • PyTorch
  • TensorFlow
  • Keras

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.

Neptune.ai

  • Machine learningnot Shortcut
  • Data analysisnot Shortcut
  • Model trainingnot Shortcut
  • Predictive analyticsnot Shortcut

Shortcut

  • Sprint planningnot Neptune.ai
  • Bug trackingnot Neptune.ai
  • Feature developmentnot Neptune.ai
  • Product roadmappingnot Neptune.ai
  • Team collaborationnot Neptune.ai

Where each one falls short

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

Neptune.ai

  • Free tier limited to 100 hours per month, exhausted quickly with serious ML work
  • Lacks hyperparameter sweeps compared to Weights and Biases
  • No pipeline orchestration or broader MLOps lifecycle management
  • Dashboard visualization limitations - automatic resizing affects visualization order and size
  • Cloud-based SaaS only (as of last available service) requires internet connectivity

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

Neptune.ai

Free

No published plan breakdown. See the Neptune.ai review.

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 Neptune.ai if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Web, Self-hosted.
  • You also want model registry.
Neptune.ai 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 Neptune.ai or Shortcut better?
Neither clearly leads. Neptune.ai 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, Neptune.ai or Shortcut?
Neptune.ai starts at Free and Shortcut at Free.
Does Neptune.ai or Shortcut run on more platforms?
Neptune.ai runs on Web, Self-hosted. Shortcut runs on Web, macOS, Windows, Linux.
Can I use Neptune.ai for free?
Both have a free tier, so you can try either at no cost before committing.
What is Neptune.ai best used for?
Neptune.ai is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Shortcut is typically brought in for.
What can Neptune.ai do that Shortcut cannot?
Neptune.ai covers Experiment tracking, Model registry, Metadata logging, Comparison views. Shortcut covers Stories & epics, Iterations (sprints), Kanban boards, Roadmaps.

Answered from the vendors’ own pages

Neptune.ai: Does Neptune.ai support self-hosting?

Yes. Neptune can be self-hosted on a Kubernetes cluster with ClickHouse, MySQL, and Redis dependencies, allowing organizations to maintain full data control.

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
Neptune.ai: What machine learning frameworks does Neptune integrate with?

Neptune integrates with PyTorch, TensorFlow, Keras, scikit-learn, XGBoost, LightGBM, Hugging Face Transformers, and Optuna for hyperparameter optimization.

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
Neptune.ai: What is the cost for a team of 10 data scientists?

Neptune's Team plan costs $49 per user per month, resulting in $490/month for 10 users, comparable to Weights and Biases at $50/user.

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
Neptune.ai: When is Neptune.ai shutting down?

Neptune.ai is shutting down its external SaaS service on March 5, 2026, following its acquisition by OpenAI in December 2025. Customers must export and migrate data before that date.

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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