It suits analysts, software developers and scientists who need machine-learning tools, model explanations or workflow automation.
Free plan Free trial From $10,000 a year WebMacAPISelf-hosted
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Best Predictive Analytics Software 2026
Facts read 29 Sep 2026 – 15 Oct 2026
Predictive analytics software helps teams build forecasts, evaluate models, automate machine learning and put predictions into use. This list is for buyers comparing those capabilities across hosted, self-hosted and code-based tools.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 BigML | It suits analysts, software developers and scientists who need machine-learning tools, model explanations or workflow automation. | 5.7 | $10,000 a year | Free plan | Web, Mac, API, Self-hosted | 15 Oct 2026 |
| 02 PyCaret | PyCaret suits Python users who want to automate model experiments across supported machine-learning tasks. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 03 Weka | Weka is open-source machine-learning software distributed under the GNU General Public License. | 5.6 | Free plan | Free plan | Windows, Mac, Linux, API | 15 Oct 2026 |
| 04 KNIME Analytics Platform | The free desktop platform suits people building data workflows for personal use. | 5.5 | $19 a month | Free plan | Windows, Mac, Linux | 29 Sep 2026 |
| 05 MLJAR AutoML | MLJAR AutoML automates supervised learning for tabular classification and regression in notebooks or Python scripts. | 5.5 | $20 a month | Free plan | Web, Windows, Mac, Linux | 9 Oct 2026 |
| 06 Neural Designer | Neural Designer builds, trains and deploys neural-network models through a no-code visual interface. | 5.5 | $2,495 a year | Free plan | Windows, Mac, Linux | 1 Oct 2026 |
| 07 Aible | Aible is designed for business users and enterprise teams, including people without specialized AI knowledge. | 5.2 | $1,000 a year | Free plan | Web, Self-hosted | 7 Oct 2026 |
| 08 AutoGluon | AutoGluon suits Python users building predictive models from tabular, time-series or multimodal data. | 4.8 | Free plan | Free plan | Windows, Mac, Linux, Self-hosted | 3 Oct 2026 |
| 09 Obviously AI | It may suit individuals, hobbyists, and non-profits seeking predictive models from structured data, as the Free plan is described for those audiences. | 4.8 | Free plan | Free plan | Web, API | 15 Oct 2026 |
| 10 Oracle WebCenter Content | Oracle WebCenter Content manages enterprise content through web, desktop, mobile, Linux and API deployments. | 4.8 | — | — | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 |
Compare the published free plan or trial, paid starting point, forecasting workflows, model evaluation, automated machine learning, deployment mode, time-series modeling, data connectors and API access. Platform labels cover web, Linux, API, self-hosted, Windows and macOS options.
02
PyCaret
PyCaret suits Python users who want to automate model experiments across supported machine-learning tasks.
WebWindowsMac+3 Record5.6 Visit
03
Weka
Weka is open-source machine-learning software distributed under the GNU General Public License.
WindowsMacLinux+2 Record5.6 Visit
04
KNIME Analytics Platform
The free desktop platform suits people building data workflows for personal use.
WindowsMacLinux Record5.5 Visit
05
MLJAR AutoML
MLJAR AutoML automates supervised learning for tabular classification and regression in notebooks or Python scripts.
WebWindowsMac+2 Record5.5 Visit
6
Neural Designer
WindowsMacLinux $2,495 a year Record5.5 Visit Neural Designer builds, trains and deploys neural-network models through a no-code visual interface.
7
Aible
WebSelf-hosted $1,000 a year Record5.2 Visit Aible is designed for business users and enterprise teams, including people without specialized AI knowledge.
8
AutoGluon
WindowsMacLinux+1 Free plan Record4.8 Visit AutoGluon suits Python users building predictive models from tabular, time-series or multimodal data.
9
Obviously AI
WebAPI Free plan Record4.8 Visit It may suit individuals, hobbyists, and non-profits seeking predictive models from structured data, as the Free plan is described for those audiences.
10
Oracle WebCenter Content
AndroidiPhone & iPadWeb+4 — Record4.8 Visit Oracle WebCenter Content manages enterprise content through web, desktop, mobile, Linux and API deployments.
11
Orange Data Mining
WindowsMacLinux Free plan Record4.7 Visit Orange Data Mining uses connected widgets for visual data retrieval, modeling, evaluation and interactive charts.
12
FLAML
WindowsMacLinux+2 Free plan Record4.5 Visit Free library for automated machine learning, model tuning and LLM adaptation; runs through API, desktop or self-hosting.
13
Prophet
WindowsMacLinux+1 Free plan Record4.5 Visit Prophet forecasts time series with nonlinear trends, seasonality and holiday effects in Python or R.
14
TPOT
MacLinuxSelf-hosted Free plan Record4.5 Visit TPOT uses genetic programming to optimize Python machine-learning pipelines for classifiers and regressors.
15
Forecast Pro
WindowsLinuxAPI+1 $199 a month, billed yearly Record4.4 Visit Business forecasting software that uses statistical models for seasonal, trend, cycle and promotion effects.
17
DataRobot
WebLinuxAPI+1 — Record4.3 Visit AI software for building, delivering and overseeing predictive, generative and agent-based systems on cloud or on-premises.
18
Anaplan
AndroidiPhone & iPadWeb+1 — Record4.2 Visit Anaplan is presented for organizations coordinating plans across functions such as finance, sales, supply chain, HR, and retail.
19
auto-sklearn
LinuxAPISelf-hosted Free plan Record4.2 Visit auto-sklearn automates model fitting and ensemble construction for classification and regression with scikit-learn.
20
SKU Science
Web $349 a month, billed yearly Record4.2 Visit AI demand planning software for forecasting, collaborative review, KPIs, S&OP outputs and product lifecycles.
21
Domino Data Lab
WebAPISelf-hosted — Record3.7 Visit Enterprise software for developing, operating, sharing and governing predictive, generative and agent-based AI.
22
Peak
WebAPI — Record3.7 Visit Peak analyzes inventory and pricing data to recommend and execute business decisions with AI agents.
24
SAS Advanced Analytics
APISelf-hosted — Record3.7 Visit SAS Viya analytics software delivered through APIs or installed on your own infrastructure.
25
Vertex AI Vector Search
WebAPI — Record3.7 Visit Google search service for vector, keyword and combined queries in recommendations and generative AI apps.
Before you choose
Check the way you can start
Review whether a tool has a free plan, a free trial or a paid starting point. BigML lists a free plan, a paid price from $1,000 per month and a three-day trial. Aible lists a 30-day trial and a paid price from $99 per user per month.
PyCaret, Weka, MLJAR AutoML and auto-sklearn list free or open-source pricing. Confirm licence terms before you plan code changes or redistribution.
Match the modeling work
Use the comparison fields to check forecasting workflows, time-series modeling and model evaluation. These fields help distinguish a tool for scheduled forecasts from one focused on broader machine-learning work.
Automated machine learning can reduce manual model setup. Check how that capability fits with the forecasting and evaluation steps your project requires.
Plan data and deployment
Compare deployment mode, data connectors and API access before choosing a workflow. A self-hosted option may suit a controlled environment, while web access or an API may fit a service that sends predictions to other software.
Platform labels identify support for web, Linux, API, self-hosted, Windows and macOS. Match those labels to the systems that will run your models and receive data.
Check the maker and product scope
Review the maker's product page for the exact scope of the tool and its current pricing terms. The list includes products from IBM, Oracle, Siemens, Amazon, KNIME and other makers.
For tools such as IBM Planning Analytics or Oracle WebCenter Content, confirm that the forecasting and analytics functions match your intended use rather than assuming the product name covers it.
Questions
What should I compare in predictive analytics software?
Compare free access, paid starting price, forecasting workflows, model evaluation, automated machine learning, deployment, time-series modeling, data connectors and API access.
Which predictive analytics tools list a free plan?
BigML, Obviously AI, PyCaret, Weka, MLJAR AutoML and auto-sklearn list free plans. Other entries also show free-plan terms, so check the current product details.
Which tools list open-source pricing?
PyCaret, MLJAR AutoML and auto-sklearn list open-source pricing. Weka lists a free plan.
What platforms appear in the comparison?
The platform fields cover web, Linux, API, self-hosted, Windows and macOS options.
Do listed tools offer free trials?
Free-trial terms vary. BigML lists a three-day trial and Aible lists a 30-day trial.
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