Machine Learning · head to head
Neptune.ai vs Yellowfin

Yellowfin
Business Intelligence
Action-based business intelligence
- From
- $50/month
- Rated
- -
The short version
- Only Neptune.ai has a free tier, so it costs nothing to try first.
- Each has a real cost: Neptune.ai free tier limited to 100 hours per month, exhausted quickly with serious ML work; Yellowfin the pricing page publishes no rate, no minimum and no per-user price; every model ends in a Get Pricing form
- They diverge on capability: Neptune.ai covers Experiment tracking, Yellowfin covers Automated Analysis.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Neptune.ai and Yellowfin actually diverge.
| Attribute | Neptune.ai | Yellowfin |
|---|---|---|
| Starting price | Free | $50/month |
| Pricing model | Unknown | subscription |
| Free tier | Yes | No |
| Platforms | Web, Self-hosted | Web, Mobile, Embedded |
| Category | Machine Learning | Business Intelligence |
| Founded | 2017 | 2003 |
Identical on both: 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 Yellowfin
- Automated Analysis
- Data Stories
- Collaboration
- Signals
- Embedded Analytics
- Salesforce
- Google Analytics
- SQL Server
Both cover
- Web support
What people use each for
The jobs each tool is most often brought in to do.
Neptune.ai
- Machine learningnot Yellowfin
- Data analysisnot Yellowfin
- Model trainingnot Yellowfin
- Predictive analyticsnot Yellowfin
Yellowfin
- Embedding white-labelled dashboards and analytics into a software productnot Neptune.ai
- Enterprise reporting with automated business monitoring and alertingnot Neptune.ai
- Data storytelling and guided natural language querying for business usersnot 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
Yellowfin
- The pricing page publishes no rate, no minimum and no per-user price; every model ends in a Get Pricing form
- One of the three embedded models is a revenue share, so Yellowfin takes a cut of the revenue your analytics module earns
- Another model prices by server core, so scaling deployment hardware raises the licence cost independently of users
- Getting a quote requires submitting a form with a marketing consent checkbox and a user-count band rather than seeing a rate card
Pricing, plan by plan
Neptune.ai
FreeNo published plan breakdown. See the Neptune.ai review.
Yellowfin
$50/month- Team$50/month
- Dashboards
- Stories
- Collaboration
- EnterpriseFree
- Advanced Features
- Embedding
- Custom SLA
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.
Choose Yellowfin if
- You need automated analysis.
- You work on Web, Mobile, Embedded.
- You also want data stories.
Questions people ask
- Is Neptune.ai or Yellowfin better?
- Neither clearly leads. Neptune.ai starts at Free and Yellowfin at $50/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Neptune.ai or Yellowfin?
- Neptune.ai has a free tier; the other does not. Paid plans start at Free for Neptune.ai and $50/month for Yellowfin.
- Does Neptune.ai or Yellowfin run on more platforms?
- Neptune.ai runs on Web, Self-hosted. Yellowfin runs on Web, Mobile, Embedded.
- Can I use Neptune.ai for free?
- Yes. Neptune.ai has a free tier, so you can try it without paying. Yellowfin starts at $50/month.
- 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 Yellowfin is typically brought in for.
- What can Neptune.ai do that Yellowfin cannot?
- Neptune.ai covers Experiment tracking, Model registry, Metadata logging, Comparison views. Yellowfin covers Automated Analysis, Data Stories, Collaboration, Signals. Both handle Web support.
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.
SourceYellowfin: What pricing models does Yellowfin offer?
Yellowfin offers three flexible models for embedded analytics: Aligned Utility Model (price per unit), Revenue Share Model (based on analytics revenue value), and Server Core (fixed price based on server deployment).
SourceNeptune.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.
SourceYellowfin: Is Yellowfin pricing predictable and scalable?
Yes, Yellowfin pricing is simple, predictable and scalable with no hidden costs or surprises.
SourceNeptune.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.
SourceYellowfin: Are there limits on user access or development environments?
No limitations exist on access to functionality across users. There are also no limits on dev and test licenses, ensuring DevOps is covered.
SourceNeptune.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.
SourceRelated pages
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