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7 BigML Alternatives for Mac, Ranked (2026)

Explore 7 alternatives to BigML — vetted by our editors with real user reviews, pricing, and feature comparisons.

The 7 BigML alternatives buyers shortlist most

Quick answer

The strongest BigML alternatives right now are SAS Advanced Analytics, Workvivo and Neuro. SAS Advanced Analytics leads the list with a 4★ rating from real users. Compare all 7 on rating and pricing below.

If BigML isn't pulling its weight, this list points you to better options. These 7 data science and machine learning platforms alternatives are ranked by SpotScore (verified satisfaction and market presence), ratings, and pricing model, with editorial review on every entry. Compare them in the table, then read the detail for each pick below.

ProductSpotScoreRatingPricingBest for
SAS Advanced AnalyticsEmpower your data to drive smarter decisions.—★★★★☆ 4FreeFree Trial · Quotation Basedteams of all sizes
WorkvivoConnecting teams, strengthening relationships.—★★★★★ 4.89(1470)Quotation Basedteams of all sizes
NeuroUnlock the potential of ML with Neuro AI.—Not yet ratedFreefrom $5 per hour of computeteams of all sizes
BasicAIEmpower your AI operations with BasicAI.—★★★★☆ 4.26(25)FreeFree Trial · Quotation Basedmid-size companies
Google Cloud AutoMLEffortless ML modeling at your fingertips.—★★★★☆ 4.09(22)FreeFree Trial · Quotation Basedteams of all sizes
Azure Machine Learning StudioAccelerate your machine learning with Azure.—★★★★★ 4.5(38)Quotation Basedteams of all sizes
QualifiedAccelerate sales, maximize your website's potential.—★★★★★ 4.6(25)FreeFree Trial · Quotation Basedteams of all sizes
SAS Advanced Analytics - Predictive Analytics Software

SAS Advanced Analytics

Empower your data to drive smarter decisions.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

4.0

Add to compare

What is SAS Advanced Analytics?

The SAS Advanced Analytics offers a powerful solution for your toughest challenges. Its state-of-the-art algorithms allow for quick and intuitive data analysis through dynamic charts and graphs. Building models has never been easier with a user-friendly drag-and-drop interface and proven ...

Read more about SAS Advanced Analytics
Free Trial·

SAS Advanced Analytics offers custom pricing plan

Workvivo - New SaaS Software

Workvivo

Connecting teams, strengthening relationships.

Best for: SMB teams · Mid-market · Enterprise

Get Pricing Details

4.9

1470 verified reviews

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What is Workvivo?

Workvivo is a revolutionary employee communication app that works to strengthen the connections between colleagues. Beyond the traditional tools, Workvivo has the ability to effectively engage and reach out to team members. This revolutionary communication platform aids in the construction of ...

Read more about Workvivo

Workvivo offers custom pricing plan

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Neuro - New SaaS Software

Neuro

Unlock the potential of ML with Neuro AI.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Neuro?

Neuro AI is the perfect ML infrastructure to power your online projects. Harness the power of machine learning with a simple platform that allows you to easily train models in the cloud and instantly make them available via an uploadable API. Develop models using your favorite ML library, or ...

Read more about Neuro

Neuro offers custom pricing plan

BasicAI - New SaaS Software

BasicAI

Empower your AI operations with BasicAI.

Best for: Mid-market

Start Free Trial

4.3

25 verified reviews

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What is BasicAI?

BasicAI provides an unified platform to collect AI/ML data either as a cloud-based SaaS or on-premises licensed software. Reduce workload managing labels with managed services, independently controlling your personnel, or combining both solutions. Experience the power of our platform for ...

Read more about BasicAI
Free Trial·

BasicAI offers custom pricing plan

Google Cloud AutoML - New SaaS Software

Google Cloud AutoML

Effortless ML modeling at your fingertips.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

4.1

22 verified reviews

Add to compare

What is Google Cloud AutoML?

Google Cloud AutoML is a distinct machine learning platform developed to assist developers with limited experience in machine learning. This convenient platform offers developers access to a range of tools in order to create machine learning models that are customized to their ever-evolving ...

Read more about Google Cloud AutoML
Free Trial·

Google Cloud AutoML offers custom pricing plan

Azure Machine Learning Studio - New SaaS Software

Azure Machine Learning Studio

Accelerate your machine learning with Azure.

Best for: SMB teams · Mid-market · Enterprise

Get Pricing Details

4.5

38 verified reviews

Add to compare

What is Azure Machine Learning Studio?

Azure Machine Learning Studio offers unparalleled speed and agility to help enterprises quickly create, train, and deploy models. This MLOps service makes it easier than ever to collaborate as a team and get machine learning models to market faster. With a secure and trusted platform, ...

Read more about Azure Machine Learning Studio

Azure Machine Learning Studio offers custom pricing plan

Qualified - New SaaS Software

Qualified

Accelerate sales, maximize your website's potential.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

4.6

25 verified reviews

Add to compare

What is Qualified?

Qualified leverages the current website of companies to identify leads and get the best return on investment. This comprehensive developer assessment helps start meaningful sales conversation, convert outbound and digital adverts, and further analyse clues of buying intent. This software helps ...

Read more about Qualified
Free TrialTry Free →·

Qualified offers custom pricing plan

Why each of these made the list

SAS Advanced AnalyticsBest for teams of all sizes

User-friendly interface

Watch for: High cost

WorkvivoBest for teams of all sizes

Enhances employee engagement

Watch for: Limited integration options

NeuroBest for teams of all sizes

Easy cloud model training

Watch for: Limited advanced features

BasicAIBest for mid-size companies

Unified AI/ML platform

Watch for: Complex setup process

Google Cloud AutoMLBest for teams of all sizes

User-friendly for developers

Watch for: Limited advanced features

Azure Machine Learning StudioBest for teams of all sizes

Drag-and-drop GUI makes building and training models accessible even to beginners with little coding or technical knowledge.

Watch for: Some reviewers find pricing higher than expected, especially for storage compared to alternatives.

QualifiedBest for teams of all sizes

Lead identification

Watch for: Requires website integration

Why teams look for a BigML alternative

The decision to move off BigML usually rests on a few known weak spots:

  • Limited advanced analytics
  • May require internet access
  • Not suitable for large datasets

What counts when comparing BigML alternatives

Here's how the 7 alternatives compare at a factual level: 5 offer a free tier; paid plans run $5, with Neuro the cheapest entry point; and Workvivo is the highest rated at 4.89★ across 1470 reviews.

How we ranked these.

Frequently Asked Questions (FAQs)

Stuck on something? We're here to help with all the questions and answers in one place.

The top-rated alternatives to BigML are Workvivo (4.9★), Qualified (4.6★), Azure Machine Learning Studio (4.5★). Compare all 7 alternatives side-by-side above.

When evaluating alternatives to BigML, prioritize: Data Privacy, Templates, Collaboration, Reporting and Visualization, Data Security, transparent pricing, free trial availability, and integrations with your existing tools. Use the filters above to compare by feature, budget, and team size.

BigML starts from $20 /Month. Many alternatives offer similar functionality at different price points — some with free tiers, others with more flexible per-seat pricing. Use the filters above to narrow by budget.

Migration difficulty depends on how deeply BigML is integrated into your workflows. Most alternatives offer data export/import tools and dedicated onboarding support. We recommend shortlisting 2–3 options, running a free trial, and checking each vendor's migration guides before committing.

Which BigML alternative should you pick?

  • On a budget / just exploring: start with a free tier — SAS Advanced Analytics, Neuro and BasicAI let you evaluate without paying upfront.
  • If real-user ratings matter most: Workvivo has the strongest star rating (4.89★) among the options with verified reviews.

Migrating away from BigML

Before you move off BigML, export your existing data and confirm your new tool can import it. Check feature parity for the workflows you depend on, then run a short pilot on a free tier or trial before rolling it out. Most tools above offer a free way to test, so you can validate the fit before paying. Keep your BigML account active until the migration is done.

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].