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BigML vs neptune.ml 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…

neptune.ml

4.8(8 reviews)

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…

neptune.ml leads on user satisfaction with a 4.8-star rating across 8 reviews.

BigML vs neptune.ml — at a glance

FeatureBigMLneptune.ml
Rating4.7 / 54.8 / 5
Reviews448
Starting price$1,000$49 /Month
Free trial No Yes
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 residencyGlobalGlobal

Key differences between BigML and neptune.ml

  • Pricing: BigML starts at $1,000, while neptune.ml starts at $49 /Month.
  • Free trial: neptune.ml offers a free trial; BigML does not.
  • Target audience: BigML is built for Large Enterprises and Medium Business, while neptune.ml targets Freelancers / Consultants and Large Enterprises.
  • User satisfaction: neptune.ml scores higher with a 4.8-star average.
  • Deployment: BigML supports SaaS/Web/Cloud, Installed - Windows, Installed - Mac; neptune.ml supports SaaS/Web/Cloud.

BigML vs neptune.ml — 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
neptune.ml - 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.

neptune.ml

Best for Python-based machine learning prototyping and scalable production deployment.

Choose if
  • 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.
Consider alternatives if
  • Your team lacks Python expertise or prefers no-code/low-code ML tools.
  • You need extensive ecosystem integrations beyond Python or transparent pricing details.

BigML: Best for quick, easy predictive modeling with strong visualization and explainability. neptune.ml: Best for Python-based machine learning prototyping and scalable production deployment.

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

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

Entry Level Pricing

  • Starts from $1,000 , Billed Monthly
  • Starts from $49

Free Trial Availability

  • No free trial

User Ratings

Based on verified Spotsaas reviews

4.7

(44)

4.8

(8)

Best Company Size

Small BusinessMedium Business
Small BusinessLarge Enterprises
Get pricing help
Get pricing help

Software Demo

Demo

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How do BigML and neptune.ml 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 neptune.ml 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
      • $49

      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
      • Not Available

      Pricing Page

      BigML pricing
      neptune.ml 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
      🌐 Global

      BigML User Reviews & Rating Comparison

      User Ratings

      Rating Distribution

      30

      0

      0

      0

      0

      4

      1

      0

      0

      0

      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

      Buyer sentiment

      Users generally express high satisfaction with Neptune's flexibility and integrated ML workflow capabilities.

      What buyers like

      • Ease of integration
      • Performance efficiency
      • Flexibility for prototyping and production

      Common complaints

      • Pricing clarity
      • Learning curve

      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

      • Integration of data tracking, pipeline processing, and result evaluation in one environment

      • Performance comparable to handwritten models

      • Flexibility similar to scikit-learn for prototyping and production

      • Limited information on pricing transparency

      • Relatively small user base and review count

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Media and Screenshots

      Screenshots

      Dashboard

      3 Screenshots

      neptune.ml screenshot

      3 Screenshots

      Videos

      video-0

      3 Videos

      video-0

      4 Videos

      Top Alternatives to BigML and neptune.ml 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 neptune.ml?
      neptune.ml edges out the other on user ratings (4.8 vs 4.7). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
      Do BigML and neptune.ml offer a free trial?
      neptune.ml offers a free trial. BigML does not.
      What is the starting price of BigML vs neptune.ml?
      BigML starts at $1,000. neptune.ml starts at $49 /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 neptune.ml?
      Top alternatives to neptune.ml include mi.team, Amazon Personalize, Neuton AutoML, Neptune DXP, Deepnote.

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