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Best Predictive Analytics Software in 2026

Predictive analytics software helps you build models to estimate outcomes and create forecasts from data. Compared on automated machine learning, model evaluation, forecasting workflows, and time-series modeling, the entries cover capabilities relevant to different prediction tasks. Data connectors and API access can help you assess how data moves into or out of a tool, while deployment mode may matter for your operating environment. ZebraDesigner, AutoGluon, and KNIME Analytics Platform are among the named options, alongside Orange Data Mining and Weka. Check free-plan availability and paid-from pricing as you weigh the features you need.

37 apps
Research read 23 Sept 2026
How the order is worked out

1

PyCaret

Free plan Open source APILinuxMac+3

PyCaret brings several machine-learning workflows into a low-code Python tool, with pipelines and optional serving components.

8.7 Open source Visit site
2

Weka

Free plan Open source APILinuxMac+2

Weka offers free machine-learning software with desktop downloads, a Java API, notebook use, and community packages.

8.5 Free plan Visit site
3

AutoGluon

Free plan LinuxMacSelf-hosted+1

AutoGluon covers several machine-learning workflows in one open-source library, with automation for tabular modeling and forecasting.

7.6 Open source Visit site
4

BigML

Free plan APIMacSelf-hosted+1

BigML combines a broad set of machine-learning methods with model explanations, workflow automation, and deployment options.

7.5 Free plan · paid from $1,000/mo · 3-day trial Visit site
5

Aible

Free plan Self-hostedWeb

Choose Aible if your business team needs AI agents alongside data readiness checks, analytics, and forecasting workflows.

7.4 From $99/user/mo · 30-day trial Visit site
6

auto-sklearn

Free plan APILinuxSelf-hosted

Pick auto-sklearn if you need free, open-source automated fitting for classification or regression and can run it on Linux.

7.4 Open source Visit site
7

MLJAR AutoML

Free plan LinuxMacSelf-hosted+2

MLJAR AutoML combines configurable training modes with tabular model workflows and experiment reporting. Its task scope and variable reports are worth considering before choosing it.

7.3 Open source Visit site
8

KNIME Analytics Platform
by KNIME Analytics Platform
Free plan LinuxMacWindows

KNIME Analytics Platform offers a broad, extensible environment for data workflows without a software charge. Downloading requires an email address and acceptance of terms and the Privacy Policy.

7.2 Free plan Visit site
9

FLAML

Free plan APILinuxMac+2

FLAML offers automated model selection and tuning across several ML tasks, with options for constrained searches and distributed tuning.

7.1 Free plan Visit site
10

Neural Designer

Free plan LinuxMacWindows

Neural Designer covers a range of neural-network tasks, export options, and deployment paths. Its English-only interface and row limits on some plans are worth considering before choosing it.

7.1 Free plan · paid from $300/user/mo Visit site
11

Prophet

Free plan LinuxMacSelf-hosted+1

Prophet offers forecasting tools for seasonal time series, with options for regressors, holidays, and forecast evaluation.

7.1 Open source Visit site
12

Obviously AI

Free plan APIWeb

Obviously AI offers several prediction use cases, model sharing, and integrations through a web interface. The Free plan is constrained to one seat, CSV input, and a 10 MB upload limit.

7.0 Free plan Visit site
13

Orange Data Mining

Free plan LinuxMacWindows

Orange offers visual analysis workflows, a broad model catalog, and add-ons for specialized tasks, while working locally and offline.

7.0 Free plan Visit site
14

TPOT

Free plan LinuxMacSelf-hosted

TPOT offers a range of pipeline types and preprocessing options for automated machine learning. Users need to prepare suitable input data and account for the documented preprocessing behavior.

6.8 Free plan Visit site
15

Altair AI Studio

Free plan LinuxMacWindows

6.4 Free plan Visit site
16

DataRobot

Free trial APILinuxSelf-hosted+1

DataRobot combines AI development, deployment, and governance tools with several deployment options.

6.4 Pricing on request · 30-day trial Visit site
17

Forecast Pro

Free trial APILinuxSelf-hosted+1

Choose Forecast Pro if your work requires statistical forecasts at multiple hierarchy levels, documented adjustments, and review against actual results.

6.3 From $199/user/mo (annual) Visit site
18

H2O Driverless AI

Free trial APILinuxMac+3

H2O Driverless AI combines automated machine-learning workflows with explainability and several deployment formats.

6.3 Free plan Visit site
19

IBM Watson Studio

Free plan Web

6.1 Free plan Visit site
20

Anaplan
by Anaplan
Paid AndroidAPIiPhone+1

6.0 Pricing on request Visit site
21

H2O-3

Free plan Web

6.0 Free plan Visit site
22

EMBERS

Free plan Linux

5.9 Free plan Visit site
23

Domino Data Lab

Paid APISelf-hostedWeb

Domino brings model development, deployment, collaboration, and governance into one enterprise platform. Buyers should request pricing and compare plan limits and deployment options with their needs.

5.7 Pricing on request Visit site
24

Oracle WebCenter Content
by Oracle WebCenter Content
Paid AndroidAPIiPhone+4

Choose WebCenter Content if your organization needs document capture, imaging, records controls, and security across transactional processes.

5.6 Visit site
25

SAS Advanced Analytics
by SAS Advanced Analytics
Free trial APISelf-hosted

Choose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.

5.6 Pricing on request Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

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