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BigML vs Lightly Comparison

Last updated:

BigML

4.7(44 reviews)

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…

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 leads on user satisfaction with a 4.7-star rating across 44 reviews.

BigML vs Lightly — at a glance

FeatureBigMLLightly
Rating4.7 / 5
Reviews44
Starting price$1,000$440 /Month
Free trial No No
Free version No No
Best forLarge Enterprises, Medium Business, Small BusinessFreelancers / Consultants, Large Enterprises, Medium Business
CategoryData Science and Machine Learning PlatformsMachine Learning Software
PlatformsSaaS/Web/Cloud, Installed - Windows, Installed - MacSaaS/Web/Cloud
APIAvailableAvailable
Support modesOnlineOnline
CertificationsSOC 2, GDPR
Data residencyGlobalUS

Key differences between BigML and Lightly

  • Pricing: BigML starts at $1,000, while Lightly starts at $440 /Month.
  • Target audience: BigML is built for Large Enterprises and Medium Business, while Lightly targets Freelancers / Consultants and Large Enterprises.
  • Deployment: BigML supports SaaS/Web/Cloud, Installed - Windows, Installed - Mac; Lightly supports SaaS/Web/Cloud.

BigML vs Lightly — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most Data Science and Machine Learning Platforms 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.

BigML - New SaaS Software
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Talk to an expert
Lightly - Machine Learning Software
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Talk to an expert

Biggest differences

Start here before you go deeper into features.

BigML

Best for quick, easy predictive modeling with strong visualization and explainability.

Choose if
  • 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.
Consider alternatives if
  • 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.

Choose if
  • 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.
Consider alternatives if
  • You require extensive enterprise support or a large user community for troubleshooting.
  • You need a fully featured machine learning platform with comprehensive deployment tools.

BigML: Best for quick, easy predictive modeling with strong visualization and explainability. Lightly: Lightly excels at fast, lightweight probabilistic machine learning experiments.

Description

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

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

Entry Level Pricing

  • Starts from $1,000 , Billed Monthly
  • Starts from $440 , Billed Yearly

Free Trial Availability

  • No free trial
  • No free trial

User Ratings

Based on verified Spotsaas reviews

4.7

(44)

Best Company Size

Small BusinessMedium Business
Get pricing help
Get pricing help

Software Demo

Demo

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How do BigML and Lightly Compare on Features?

Total Features

6 Features

0 Features

Unique Features

No unique features

No features

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Get Quote

Compare BigML and Lightly 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.

Pricing Option

      Starting From

      • $1,000 , Billed Monthly
      • $440 , Billed Yearly

      Pricing Plans

      • Free

        • Total tasks and storage: Unlimited

        • Max. dataset size: 16 MB per task

        • Max. parallel tasks: 2

        Show more +

      • Standard

        • Total tasks and storage: Unlimited

        • Max. dataset size: 64 MB per task

        • Max. parallel tasks: 2

        Show more +

      • BigML Lite NEW

        • 5 users

        • 1 organization

        • BigML standard theme

        Show more +

      • Browse all pricing plans
      • Community

        • Samples per Dataset: 1'000

        • Datasets: 3

        • Upload: Thumbnails, Embeddings

        Show more +

      • Professional

        • Samples per Dataset: 100'000

        • Datasets: 10

        • Upload: Thumbnails, Embeddings, Custom Metadata, Original Images

        Show more +

      • Enterprise

        • Includes features of Professional plan, plus

        • Unique Features

        • Unlimited samples

        Show more +

      Pricing Page

      BigML pricing
      Lightly pricing

      Other Details

      Organization Types supported

      • Medium Business
      • Large Enterprises
      • Small Business
      • Freelancers
      • Individuals
      • Medium Business
      • Large Enterprises
      • Small Business
      • Freelancers
      • Individuals

      Platforms Supported

      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Installed - Windows
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Installed - Windows

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Available
      Get help choosing
      Get help choosing

      Security & Compliance

      Certifications, data handling, and security controls for IT and compliance evaluators.

      SOC 2

      ✓ Yes

      HIPAA

      ✗ No

      GDPR

      ✓ Yes

      ISO 27001

      ✗ No

      Single Sign-On (SSO)

      ✓ Yes

      Multi-Factor Auth (MFA)

      ✓ Yes

      Data Encryption

      ✓ Yes

      Data Residency

      🌐 Global
      🇺🇸 US

      BigML User Reviews & Rating Comparison

      User Ratings

      No reviews available for the product

      Rating Distribution

      30

      0

      0

      0

      0

      No reviews available for this product

      Spotsaas Editor’s POV generated by AI

      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

      • Ease of use
      • Quick setup
      • Model explainability

      Common complaints

      • Pricing transparency
      • Limited advanced features

      What buyers like

      • Lightweight framework
      • Probabilistic modeling
      • Easy experimentation

      Common complaints

      • Limited advanced features
      • May not scale well
      • Requires some ML knowledge

      Pros and Cons

      • Easy and quick setup with web interface and REST APIs

      • Interactive visualization and model explainability features

      • Open and collaborative platform accessible to all stakeholders

      • Limited information on pricing transparency

      • May lack advanced customization for expert data scientists

      • Fast and lightweight for quick experiments

      • Supports probabilistic modeling

      • Accessible for less experienced users

      • Limited advanced functionalities

      • May not handle large datasets well

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Media and Screenshots

      Screenshots

      Dashboard

      3 Screenshots

      No screenshots available.

      Videos

      video-0

      3 Videos

      video-0

      1 Videos

      Top Alternatives to BigML and Lightly in 2026

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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, BigML or Lightly?
      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 BigML and Lightly offer a free trial?
      Neither BigML nor Lightly currently lists a free trial.
      What is the starting price of BigML vs Lightly?
      BigML starts at $1,000. Lightly starts at $440 /Month.
      What are the top alternatives to BigML?
      Top alternatives to BigML include SAS Advanced Analytics, Qualified, Workvivo, Backprop, Neuro.
      What are the top alternatives to Lightly?
      Top alternatives to Lightly include DeepBrainz AI, DataTorch, DVC Studio, Google Cloud AutoML, BigML.

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