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Technology · head to head

Figma vs Neptune.ai

Figma logo

Figma

Technology

The collaborative interface design tool

From
Free
Rated
-
Full reviewWebsite
Neptune.ai logo

Neptune.ai

Machine Learning

Metadata store for MLOps

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Figma no offline editing capability, can only view and create new files when disconnected; Neptune.ai free tier limited to 100 hours per month, exhausted quickly with serious ML work
  • They diverge on capability: Figma covers Real-time collaboration, Neptune.ai covers Experiment tracking.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

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

Attributes where Figma and Neptune.ai differ
AttributeFigmaNeptune.ai
PlatformsWeb, macOS, Windows, iOS, AndroidWeb, Self-hosted
CategoryTechnologyMachine Learning
Founded20122017

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 Figma

  • Real-time collaboration
  • Vector networks
  • Auto-layout
  • Components & variants
  • Prototyping
  • Design systems
  • Developer handoff
  • Version control

Only in Neptune.ai

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

What people use each for

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

Figma

  • UI/UX designnot Neptune.ai
  • Design systemsnot Neptune.ai
  • Prototypingnot Neptune.ai
  • Design collaborationnot Neptune.ai
  • Developer handoffnot Neptune.ai

Neptune.ai

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

Where each one falls short

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

Figma

  • No offline editing capability, can only view and create new files when disconnected
  • Mobile apps are read-only, cannot edit designs on iOS or Android
  • No self-hosted option, requires cloud connectivity and internet access
  • Performance degradation with large files containing thousands of layers
  • Library components and unloaded pages not accessible offline

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

Pricing, plan by plan

Figma

Free
  • StarterFree
    • Unlimited drafts
    • 3 Figma files
    • 3 FigJam boards
  • Professional$12/month
    • Unlimited files and folders
    • Team libraries
    • Advanced prototyping
  • Organization$55/month
    • Unlimited teams
    • Shared libraries
    • Design system theming
  • Enterprise$90/month
    • Custom workspaces
    • API access
    • SCIM seat management

Neptune.ai

Free

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

Which should you pick?

Choose Figma if

  • You need real-time collaboration.
  • You want to start without paying.
  • You work on Web, macOS, Windows, iOS, Android.
  • You also want vector networks.
Figma review

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

Questions people ask

Is Figma or Neptune.ai better?
Neither clearly leads. Figma starts at Free and Neptune.ai at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Figma or Neptune.ai?
Figma starts at Free and Neptune.ai at Free.
Does Figma or Neptune.ai run on more platforms?
Figma runs on Web, macOS, Windows, iOS, Android. Neptune.ai runs on Web, Self-hosted.
Can I use Figma for free?
Both have a free tier, so you can try either at no cost before committing.
What is Figma best used for?
Figma is most often used for ui/ux design, design systems, prototyping, design collaboration. Of those, ui/ux design and design systems are not what Neptune.ai is typically brought in for.
What can Figma do that Neptune.ai cannot?
Figma covers Real-time collaboration, Vector networks, Auto-layout, Components & variants. Neptune.ai covers Experiment tracking, Model registry, Metadata logging, Comparison views.

Answered from the vendors’ own pages

Figma: What's included in Figma's free tier?

Figma's Starter plan is free forever and includes unlimited drafts, up to 3 Figma files, 3 FigJam boards, core design features (vector editing, auto layout, components, prototyping), basic developer handoff (inspect), and 150 AI credits per day up to 500 per month. Maximum 2 editors per file.

Source
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
Figma: Does Figma work offline?

Figma has very limited offline support. You can create one new file and edit currently loaded pages, but cannot open previously created files, access new pages, search for library components, or see real-time collaboration. Changes are cached locally for up to 30 days and sync when you reconnect.

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
Figma: Can you self-host Figma?

No. Figma is a closed, cloud-only platform with no option to self-host or run on your own servers.

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
Figma: What export formats does Figma support?

Figma exports to PNG, JPEG, SVG (at 1x scale only), and PDF (at 1x scale only). Export settings allow customization of resolution, quality, and scale.

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
Figma: What platforms does Figma support?

Figma is available as a web app (all platforms), desktop apps for macOS and Windows, and mobile apps for iOS and Android. Linux users can access Figma through the web browser only.

Source
Figma: What are Figma's integrations?

Figma integrates with Slack, Microsoft Teams, Jira, Asana, Linear, Notion, VS Code, Zapier, and hundreds of other tools. Integration categories include collaboration, project management, developer handoff, prototyping, and AI/code generation.

Source
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