Lightly vs BigML Comparison
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…
BigML
Starting at $1,000
- Large Enterprises
- Medium Business
BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is seamless to integrate, allowing…
BigML leads on user satisfaction with a 4.7-star rating across 44 reviews.
Lightly vs BigML — at a glance
| Feature | Lightly | BigML |
|---|---|---|
| Rating | — | 4.7 / 5 |
| Reviews | — | 44 |
| Starting price | $440 /Month | $1,000 |
| Free trial | No | No |
| Free version | No | No |
| Best for | Freelancers / Consultants, Large Enterprises, Medium Business | Large Enterprises, Medium Business, Small Business |
| Category | Machine Learning Software | Data Science and Machine Learning Platforms |
| Platforms | SaaS/Web/Cloud | SaaS/Web/Cloud, Installed - Windows, Installed - Mac |
| API | Available | Available |
| Support modes | Online | Online |
| Certifications | — | SOC 2, GDPR |
| Data residency | US | Global |
Key differences between Lightly and BigML
- Pricing: Lightly starts at $440 /Month, while BigML starts at $1,000.
- Target audience: Lightly is built for Freelancers / Consultants and Large Enterprises, while BigML targets Large Enterprises and Medium Business.
- Deployment: Lightly supports SaaS/Web/Cloud; BigML supports SaaS/Web/Cloud, Installed - Windows, Installed - Mac.
Lightly vs BigML — find the better fit before you commit.
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
Biggest differences
Start here before you go deeper into features.
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 quick, easy predictive modeling with strong visualization and explainability.
- You need fast setup with intuitive web interface and REST APIs.
- Your team values interactive model visualization and explainability features.
- You are a small to medium business with data science or analyst expertise.
- Your organization lacks any data science expertise or resources.
- You require highly customized or proprietary machine learning algorithms.
Lightly: Lightly excels at fast, lightweight probabilistic machine learning experiments. BigML: Best for quick, easy predictive modeling with strong visualization and explainability.
Description | 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 | BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is ... Read More about BigML |
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Best Company Size | — | Small BusinessMedium Business |
Get pricing help | Get pricing help |
Software Demo
Demo |
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How do Lightly and BigML Compare on Features?
Total Features | 0 Features | 6 Features |
|---|---|---|
Unique Features | No features | No unique features |
Get Quote | Get Quote |
Compare Lightly and BigML 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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Other Details
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Get help choosing | Get help choosing |
Security & Compliance
Certifications, data handling, and security controls for IT and compliance evaluators.
SOC 2 | — | ✓ Yes |
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HIPAA | — | ✗ No |
GDPR | — | ✓ Yes |
ISO 27001 | — | ✗ No |
Single Sign-On (SSO) | — | ✓ Yes |
Multi-Factor Auth (MFA) | — | ✓ Yes |
Data Encryption | — | ✓ Yes |
Data Residency | 🇺🇸 US | 🌐 Global |
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 | What buyers like
Common complaints
| Buyer sentiment Users generally praise BigML for its ease of use, quick setup, and strong visualization features, though some desire more advanced customization options. What buyers like
Common complaints
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Positive Reviews | No reviews available for the product | No reviews available for the product |
Media and Screenshots
Screenshots | No screenshots available. | ![]() 3 Screenshots |
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Videos | ![]() 1 Videos | ![]() 3 Videos |
Top Alternatives to Lightly and BigML in 2026
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, Lightly or BigML?
- BigML edges out the other on user ratings (4.7 vs -1.0). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
- Do Lightly and BigML offer a free trial?
- Neither Lightly nor BigML currently lists a free trial.
- What is the starting price of Lightly vs BigML?
- Lightly starts at $440 /Month. BigML starts at $1,000.
- What are the top alternatives to Lightly?
- Top alternatives to Lightly include DeepBrainz AI, DataTorch, DVC Studio, Google Cloud AutoML, BigML.
- What are the top alternatives to BigML?
- Top alternatives to BigML include SAS Advanced Analytics, Qualified, Workvivo, Backprop, Neuro.






