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Head-to-head · Predictive Analytics Software

H2O Driverless AI vs BigML

  • Updated Oct 2026
  • Both researched from official sources
  • 6 checks side by side
Higher score H2O Driverless AI #7 in Predictive Analytics Software 8.8/10 Pricing on request · 21-day trial Free trial✓ 5 of 5 features Visit H2O.ai
BigML #18 in Predictive Analytics Software 7.6/10 Free plan · 3-day trial Free planFree trial✓ 5 of 5 features Visit BigML

H2O Driverless AI leads on 0 checks, BigML on 1, and 5 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreH2O Driverless AI · 8.8/10
  • Free planonly BigML
  • Free trialboth

H2O Driverless AI scores higher on our rubric for predictive analytics software: 8.8 against 7.6 out of 10; our editors rank them #7 and #18.

BigML offers free plan; H2O Driverless AI doesn't. On deployment mode, H2O Driverless AI gives you Batch_and_real-time where BigML offers Real-time.

H2O Driverless AI is the better fit for automated modeling with strong interpretability. BigML is the better fit for teams wanting a flexible low-code predictive platform.

  • H2O Driverless AI fits best

    Automated modeling with strong interpretability

  • BigML fits best

    Teams wanting a flexible low-code predictive platform

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature H2O Driverless AI 8.8/10 Visit ↗ BigML 7.6/10 Visit ↗
At a glance
Editor score 8.8 7.6
Ranking #7 in Predictive Analytics Software #18 in Predictive Analytics Software
Best for Automated modeling with strong interpretability Teams wanting a flexible low-code predictive platform
Pricing model Paid Free plan + paid
Starting price Pricing on request · 21-day trial $10,000/yr
Free plan — ✓ (best)
Free trial 21 days 3 days
Free trial length 21 days 3 days · no card needed
Deployment Cloud, Self-hosted Cloud, Self-hosted, Desktop
Platforms Web, Windows, macOS, Linux Web, macOS
Support Community, Docs Email, Live chat, Phone · 24/7
Integrations 14 integrations 15 integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features H2O Driverless AI 5/5 · BigML 5/5
Forecasting workflows ✓ ✓
Model evaluation ✓ ✓
Automated machine learning ✓ ✓
Time-series modeling ✓ ✓
API access ✓ ✓
Specs
Deployment mode Batch_and_real-time Real-time
Data connectors Not checked yet 4
Our review
Pros
  • Automates feature engineering, validation, tuning, and model selection
  • Provides forecasting, explanations, visualizations, and custom recipes
  • Supports REST deployment, scoring artifacts, and Python and R APIs
  • Free plan includes unlimited tasks and resources
  • Supports forecasting, AutoML, evaluation, and explainability
  • Cloud, on-premises, private-cloud, API, and self-hosted options
Cons
  • Pricing requires contacting sales
  • No free plan is available
  • Support status should be verified before purchase
  • Paid entry starts at $1,000 per month
  • Free tasks are limited to 16 MB datasets and two parallel tasks
  • BigML Lite is limited to five users and one organization
Our verdict

H2O Driverless AI is an enterprise automated machine-learning platform for data scientists, analysts, and IT teams. It supports tabular predictive modeling and time-series forecasting while automating feature engineering, model validation,…

Read the review →

BigML is a cloud and deployable machine learning platform for analysts, developers, scientists, and organizations. It covers classification, regression, time-series forecasting, clustering, anomaly detection, association discovery, topic…

Read the review →
  1. H2O Driverless AIPredictive Analytics Software 8.8Pricing on request · 21-day trial
  2. BigMLPredictive Analytics Software 7.6Free plan · 3-day trial

Strengths and trade-offs

  • H2O Driverless AI — where it wins

    • Automates feature engineering, validation, tuning, and model selection
    • Provides forecasting, explanations, visualizations, and custom recipes
    • Supports REST deployment, scoring artifacts, and Python and R APIs

    Where it doesn't

    • Pricing requires contacting sales
    • No free plan is available
    • Support status should be verified before purchase
  • BigML — where it wins

    • Free plan includes unlimited tasks and resources
    • Supports forecasting, AutoML, evaluation, and explainability
    • Cloud, on-premises, private-cloud, API, and self-hosted options

    Where it doesn't

    • Paid entry starts at $1,000 per month
    • Free tasks are limited to 16 MB datasets and two parallel tasks
    • BigML Lite is limited to five users and one organization
  • H2O Driverless AI8.8/10 · Pricing on request · 21-day trial

    Automated modeling with interpretability, forecasting, and deployment for technical teams.

    Visit H2O.aiFull verdict →
  • BigML7.6/10 · Free plan · 3-day trial

    A flexible low-code predictive platform with broad modeling, automation, and deployment options.

    Visit BigMLFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update