neptune.ml vs Lightly vs Neuton AutoML Comparison
neptune.ml
Starting at $49 /Month
- Free Trial
- Freelancers / Consultants
- Large Enterprises
Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an integrated environment for tracking d…
Lightly
Starting at $440 /Month
- Freelancers / Consultants
- Large Enterprises
Lightly is a fast and lightweight framework for probabilistic machine learning. It comes with various built-in algorithms which user can also combine to create their own models. Lightly allows data scientists to dive i…
Neuton AutoML
Starting at $1,999 /Month
- Large Enterprises
- Medium Business
Neuton AutoML is a machine learning software that analyzes the classes of data, builds a model for each class, and classifies new records as per those models. AutoML is widely used in the banking, automotive, energy and…
neptune.ml leads on user satisfaction with a 4.8-star rating across 8 reviews.
neptune.ml vs Lightly vs Neuton AutoML — at a glance
| Feature | neptune.ml | Lightly | Neuton AutoML |
|---|---|---|---|
| Rating | 4.8 / 5 | — | 4.9 / 5 |
| Reviews | 8 | — | 18 |
| Starting price | $49 /Month | $440 /Month | $1,999 /Month |
| Free trial | Yes | No | No |
| Free version | No | No | No |
| Best for | Freelancers / Consultants, Large Enterprises, Medium Business | Freelancers / Consultants, Large Enterprises, Medium Business | Large Enterprises, Medium Business, Small Business |
| Category | Machine Learning Software | Machine Learning Software | Machine Learning Software |
| Platforms | SaaS/Web/Cloud | SaaS/Web/Cloud | SaaS/Web/Cloud |
| API | Available | Available | — |
| Support modes | Online | Online | Online |
| Data residency | Global | US | Global |
Key differences between neptune.ml and Lightly
- Pricing: neptune.ml starts at $49 /Month, while Lightly starts at $440 /Month.
- Free trial: neptune.ml offers a free trial; Lightly does not.
- Deployment: neptune.ml supports SaaS/Web/Cloud; Lightly supports SaaS/Web/Cloud.
Compare neptune.ml vs Lightly vs Neuton AutoML — and walk away knowing which one fits.
Which tool fits your team best
Which is actually cheaper for your team size
Where each product wins, per real buyers
Most Machine Learning Software tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.
Biggest differences
Features
Pricing
Buying details
Security
Buyer feedback
Integrations
Product tour
Other options
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Biggest differences
Start here before you go deeper into features.
Best for Python-based machine learning prototyping and scalable production deployment.
- You need an integrated environment combining data tracking, pipeline processing, and evaluation.
- Your team consists of data scientists or ML engineers comfortable with Python coding.
- You require performance comparable to handwritten models with flexibility like scikit-learn.
- Your team lacks Python expertise or prefers no-code/low-code ML tools.
- You need extensive ecosystem integrations beyond Python or transparent pricing details.
Lightly excels at fast, lightweight probabilistic machine learning experiments.
- You need to quickly prototype probabilistic machine learning models with minimal code.
- You want a framework that supports combining built-in algorithms to create custom models.
- You prefer a tool accessible to both experienced data scientists and less technical users.
- You require extensive enterprise support or a large user community for troubleshooting.
- You need a fully featured machine learning platform with comprehensive deployment tools.
Best for automated multi-class model building via an easy cloud platform.
- You need to automate classification and model building across multiple data classes.
- Your team includes data scientists, ML engineers, or business analysts seeking simplicity.
- You operate in banking, automotive, energy, or manufacturing with 51+ employees.
- Your organization lacks cloud infrastructure or requires on-premise solutions.
- You require highly customized or complex machine learning workflows.
neptune.ml: Best for Python-based machine learning prototyping and scalable production deployment. Lightly: Lightly excels at fast, lightweight probabilistic machine learning experiments.
Description | Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an ... Read More about neptune.ml | Lightly is a fast and lightweight framework for probabilistic machine learning. It comes with various built-in algorithms which user can also combine to create their own models. Lightly ... Read More about Lightly | Neuton AutoML is a machine learning software that analyzes the classes of data, builds a model for each class, and classifies new records as per those models. AutoML is widely used in the ... Read More about Neuton AutoML |
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Best Company Size | Small BusinessLarge Enterprises | — | 51-500 employees500+ employees |
Get pricing help | Get pricing help | Get pricing help |
Software Demo
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Compare neptune.ml, Lightly and Neuton AutoML on pricing
Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.
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Security & Compliance
Certifications, data handling, and security controls for IT and compliance evaluators.
Data Residency | 🌐 Global | 🇺🇸 US | 🌐 Global |
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neptune.ml vs Lightly User Reviews & Rating Comparison
User Ratings | No reviews available for the product | ||
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Rating Distribution | No reviews available for this product | ||
Spotsaas Editor’s POV generated by AI | Buyer sentiment Users generally express high satisfaction with Neptune's flexibility and integrated ML workflow capabilities. What buyers like
Common complaints
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Common complaints
| Buyer sentiment Users generally express high satisfaction with Neuton AutoML’s ease of use and cloud accessibility, reflected in a strong 4.9 rating. What buyers like
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Positive Reviews | No reviews available for the product | No reviews available for the product | No reviews available for the product |
Media and Screenshots
Screenshots |  3 Screenshots | No screenshots available. | No screenshots available. |
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Videos |  4 Videos |  1 Videos |  2 Videos |
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Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
Frequently asked questions
- Which is better, neptune.ml or Lightly?
- neptune.ml edges out the other on user ratings (4.8 vs -1.0). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
- Do neptune.ml and Lightly offer a free trial?
- neptune.ml offers a free trial. Lightly does not.
- What is the starting price of neptune.ml vs Lightly?
- neptune.ml starts at $49 /Month. Lightly starts at $440 /Month.
- What are the top alternatives to neptune.ml?
- Top alternatives to neptune.ml include mi.team, Amazon Personalize, Neuton AutoML, Neptune DXP, Deepnote.
- What are the top alternatives to Lightly?
- Top alternatives to Lightly include DeepBrainz AI, DataTorch, DVC Studio, Google Cloud AutoML, BigML.