Best Predictive Analytics Software in 2026
Updated
In short: ZebraDesigner is ranked #1 of 35 as of 4 October 2026, ahead of KNIME Analytics Platform and AutoGluon. The best-ranked option with a free plan is KNIME Analytics Platform. The lowest first paid tier on this page is Neural Designer at $0.21/mo.
Predictive analytics software supports building models to estimate outcomes and create forecasts from data. Compare automated machine learning and model evaluation, along with forecasting workflows and time-series modeling, to see which capabilities fit your work. Data connectors and API access can matter when bringing in data or linking results to other systems; deployment mode is another point to consider. The ranking begins with KNIME Analytics Platform, BigML, and FLAML, followed by Orange Data Mining and Neural Designer. Check free-plan availability and paid-from pricing as you compare ways to develop, evaluate, and use predictive models.
35 predictive analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
#2 KNIME Analytics Platform Runner-up · 7.1 
#3 AutoGluon Also great · 7.0 Free plan · Free
- Free planFree trial AndroidiOSWebWindows
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
RecognisedDocumentedFree planPlatforms - Free planFree trial LinuxmacOSWindows
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- No
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms - Free plan LinuxmacOSself-hostedWindows
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - Free plan apiLinuxmacOSWindows
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatformsFree About WekaVisit site - Free planFree trial apimacOSself-hostedWeb
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- real-time
RecognisedDocumentedFree planPlatforms$833.33/mofirst paid tier About BigMLVisit site - Free plan LinuxmacOSWindows
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
RecognisedDocumentedFree planPlatforms - Free trial apiWeb
- Free plan
- No
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms - LinuxmacOSWindows
- Free plan
- Yes
- Paid from
- 300 /user/mo
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms$0.21/mofirst paid tier About Neural DesignerVisit site - AndroidapiiOSLinuxmacOSWebWindows
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms - apiLinuxmacOSself-hostedWindows
- Free plan
- Yes
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - WebRecognisedDocumentedFree planPlatforms
- Free trial self-hostedWeb
- Free plan
- No
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms - WebRecognisedDocumentedFree planPlatforms
- WebWindows
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Web
- Paid from
- 99 /user/mo
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- real-time
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- No
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - WebiOSAndroid
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Web
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms - Web
- Forecasting workflows
- No
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - Web
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Deployment mode
- real-time
RecognisedDocumentedFree planPlatforms - Web
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - Web
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- real-time
RecognisedDocumentedFree planPlatforms - Linux
- Forecasting workflows
- No
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- No
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms -
- Free plan
- No
- Forecasting workflows
- Yes
- Model evaluation
- Yes
- Automated machine learning
- Yes
- Deployment mode
- batch_and_real-time
RecognisedDocumentedFree planPlatforms
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 Everything Xiaomi?
ZebraDesigner is ranked #1 of 35 with a score of 7.2. KNIME Analytics Platform is second and AutoGluon 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 on what each maker publishes: documentation depth, a free tier and the platforms it runs on. Paid placements never change a rank.