Best Predictive Analytics Software in 2026
Updated
In short: ZebraDesigner is ranked #1 of 35 as of 4 October 2026, ahead of Siemens Building X and Oracle WebCenter Content. The best-ranked option with a free plan is BigML. The lowest first paid tier on this page is Neural Designer at $0.21/mo.
Forecasts and model-based estimates can help you plan around what data suggests may happen. To compare predictive analytics software, look at automated machine learning, time-series modeling and forecasting workflows alongside model evaluation. Data connectors and API access can matter when you need to bring information in or connect results to other tools; deployment mode is another fit to consider. ZebraDesigner, Siemens Building X and Oracle WebCenter Content are among the named options, along with Amazon SageMaker Autopilot and BigML. Check whether a free plan is available and weigh the listed paid-from price against the capabilities and deployment approach relevant to your work.
35 predictive analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Recognised 40% · Phone app 26% · Documented 20% · Free plan 14% of the score
- 1 ZebraDesigner iPhone + Android RecognisedPhone appDocumentedFree plan 7.8Free Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 2 Siemens Building X iPhone + Android RecognisedPhone appDocumentedFree plan 6.9 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 3 Oracle WebCenter Content iPhone + Android RecognisedPhone appDocumentedFree plan 6.7
- 4 Amazon SageMaker Autopilot No phone app RecognisedPhone appDocumentedFree plan 6.3 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 5 BigML No phone app RecognisedPhone appDocumentedFree plan 6.3$833.33/mo Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 6 KNIME Analytics Platform No phone app RecognisedPhone appDocumentedFree plan 6.3Free Forecasting workflows: YesModel evaluation: YesAutomated machine learning: No
- 7 AutoGluon No phone app RecognisedPhone appDocumentedFree plan 6.2Free Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 8 Orange Data Mining No phone app RecognisedPhone appDocumentedFree plan 6.2Free Forecasting workflows: YesModel evaluation: Yes
- 9 Weka No phone app RecognisedPhone appDocumentedFree plan 6.2Free Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 10 Neural Designer No phone app RecognisedPhone appDocumentedFree plan 5.8$0.21/mo Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 11 FLAML No phone app RecognisedPhone appDocumentedFree plan 5.7 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 12 RELEX Demand Planning No phone app RecognisedPhone appDocumentedFree plan 5.7
- 13 SAS Visual Statistics No phone app RecognisedPhone appDocumentedFree plan 5.6 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 14 ToolsGroup Demand Planning No phone app RecognisedPhone appDocumentedFree plan 5.6
- 15 Aible No phone app RecognisedPhone appDocumentedFree plan 5.4 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 16 SAS Advanced Analytics No phone app RecognisedPhone appDocumentedFree plan 5.4 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 17 Alteryx Designer No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 18 auto-sklearn No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: NoModel evaluation: YesAutomated machine learning: Yes
- 19 DataRobot No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 20 MLJAR AutoML No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: NoModel evaluation: YesAutomated machine learning: Yes
- 21 Oracle PeopleSoft Campus Solutions Financial Aid No phone app RecognisedPhone appDocumentedFree plan 5.3
- 22 Peak No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: YesModel evaluation: Yes
- 23 Pecan AI No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 24 PyCaret No phone app RecognisedPhone appDocumentedFree plan 5.3 Forecasting workflows: YesModel evaluation: YesAutomated machine learning: Yes
- 25 EMBERS No phone app RecognisedPhone appDocumentedFree plan 5.2 Forecasting workflows: YesModel evaluation: Yes
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which predictive analytics software is ranked first on Samsung Mobile US Press?
ZebraDesigner is ranked #1 of 35 with a score of 7.8. Siemens Building X is second and Oracle WebCenter Content third.
How many of these have a free plan?
6 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Neural Designer has the lowest first paid tier we found: $0.21/mo.
How is this list ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation. Paid placements never change a rank.