Best Predictive Analytics Software in 2026
Updated
In short: ZebraDesigner is ranked #1 of 36 as of 4 October 2026, ahead of KNIME Analytics Platform and BigML. The best-ranked option with a free plan is KNIME Analytics Platform. The lowest first paid tier on this page is Neural Designer at $207.92/mo.
Building predictions from data can involve preparing inputs, choosing models, evaluating results, and setting up forecasts. Compare automated machine learning and model evaluation with forecasting workflows and time-series modeling. Data connectors and API access matter when bringing data in or linking results to other systems, while deployment mode helps frame where a tool fits. ZebraDesigner, KNIME Analytics Platform, and BigML are among the entries, with Amazon SageMaker Autopilot and AutoGluon also listed. Weigh the capabilities against your task, then consider free-plan availability and paid-from pricing as further points of comparison.
36 predictive analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
36ranked
6free plans on this page
$207.92/molowest paid tier
4 Oct 2026last checked
Input list Predictive Analytics Software 25 channels on this page · 122 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromForecasting workflowsModel evaluationAutomated machine learningDeployment modeTime-series modelingData connectors Spec sheet Score
01 ZebraDesigner Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modenot statedTime-series modelingYesData connectorsnot stated 4/8spec lines stated 7.7
02 KNIME Analytics Platform Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningNoDeployment modebatch + real-timeTime-series modelingYesData connectors300 7/8spec lines stated 7.6
03 BigML Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modereal-timeTime-series modelingYesData connectors4 7/8spec lines stated 7.4
04 Amazon SageMaker Autopilot Free planNoPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectors50 7/8spec lines stated 7.2
05 Siemens Building X Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectorsnot stated 6/8spec lines stated 7.1
06 AutoGluon Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingYesData connectorsnot stated 5/8spec lines stated 7.0
07 Weka Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingYesData connectorsnot stated 6/8spec lines stated 7.0
08 Orange Data Mining Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningnot statedDeployment modenot statedTime-series modelingYesData connectorsnot stated 4/8spec lines stated 6.9
09 SAS Visual Statistics Free planNoPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectorsnot stated 6/8spec lines stated 6.9
10 FLAML Free planYesPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingYesData connectorsnot stated 6/8spec lines stated 6.8
11 Neural Designer Free planYesPaid from300/user/moForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectorsnot stated 7/8spec lines stated 6.8
12 RELEX Demand Planning Free plannot statedPaid fromnot statedForecasting workflowsnot statedModel evaluationnot statedAutomated machine learningnot statedDeployment modenot statedTime-series modelingnot statedData connectorsnot stated 0/8spec lines stated 6.4
13 ToolsGroup Demand Planning Free plannot statedPaid fromnot statedForecasting workflowsnot statedModel evaluationnot statedAutomated machine learningnot statedDeployment modenot statedTime-series modelingnot statedData connectorsnot stated 0/8spec lines stated 6.3
14 Oracle PeopleSoft Campus Solutions Financial Aid Free planNoPaid fromnot statedForecasting workflowsnot statedModel evaluationnot statedAutomated machine learningnot statedDeployment modenot statedTime-series modelingnot statedData connectorsnot stated 1/8spec lines stated 6.2
15 Alteryx Designer Free planNoPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingYesData connectorsnot stated 6/8spec lines stated 6.1
16 Oracle WebCenter Content Free planNoPaid fromnot statedForecasting workflowsnot statedModel evaluationnot statedAutomated machine learningnot statedDeployment modenot statedTime-series modelingnot statedData connectorsnot stated 1/8spec lines stated 6.1
17 Aible Free plannot statedPaid from99/user/moForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modereal-timeTime-series modelingYesData connectors1,500 7/8spec lines stated 6.0
18 DataRobot Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectorsnot stated 5/8spec lines stated 5.9
19 Pecan AI Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingnot statedData connectors26 5/8spec lines stated 5.9
20 auto-sklearn Free plannot statedPaid fromnot statedForecasting workflowsNoModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingNoData connectorsnot stated 5/8spec lines stated 5.8
21 Domino Data Lab Free planNoPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modereal-timeTime-series modelingYesData connectorsnot stated 6/8spec lines stated 5.8
22 H2O Driverless AI Free planNoPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modebatch + real-timeTime-series modelingYesData connectors6 7/8spec lines stated 5.8
23 MLJAR AutoML Free plannot statedPaid fromnot statedForecasting workflowsNoModel evaluationYesAutomated machine learningYesDeployment modebatchTime-series modelingNoData connectorsnot stated 5/8spec lines stated 5.8
24 Peak Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningnot statedDeployment modereal-timeTime-series modelingYesData connectorsnot stated 4/8spec lines stated 5.8
25 PyCaret Free plannot statedPaid fromnot statedForecasting workflowsYesModel evaluationYesAutomated machine learningYesDeployment modereal-timeTime-series modelingYesData connectorsnot stated 5/8spec lines stated 5.8
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Forecasting workflows | Model evaluation |
|---|---|---|---|---|---|---|---|---|
| 1 | ZebraDesigner | 7.7 | Free plan | Free | — | — | Yes | Yes |
| 2 | KNIME Analytics Platform | 7.6 | Free plan | — | Yes | — | Yes | Yes |
| 3 | BigML | 7.4 | Free plan | $833.33/mo | Yes | — | Yes | Yes |
| 4 | Amazon SageMaker Autopilot | 7.2 | No | — | No | — | Yes | Yes |
| 5 | Siemens Building X | 7.1 | No | — | Yes | — | Yes | Yes |
| 6 | AutoGluon | 7.0 | Free plan | Free | — | — | Yes | Yes |
| 7 | Weka | 7.0 | Free plan | Free | Yes | — | Yes | Yes |
| 8 | Orange Data Mining | 6.9 | Free plan | Free | Yes | — | Yes | Yes |
| 9 | SAS Visual Statistics | 6.9 | No | — | No | — | Yes | Yes |
| 10 | FLAML | 6.8 | No | — | Yes | — | Yes | Yes |
| 11 | Neural Designer | 6.8 | No | $207.92/mo | Yes | 300 /user/mo | Yes | Yes |
| 12 | RELEX Demand Planning | 6.4 | No | — | — | — | — | — |
| 13 | ToolsGroup Demand Planning | 6.3 | No | — | — | — | — | — |
| 14 | Oracle PeopleSoft Campus Solutions Financial Aid | 6.2 | No | — | No | — | — | — |
| 15 | Alteryx Designer | 6.1 | No | — | No | — | Yes | Yes |
| 16 | Oracle WebCenter Content | 6.1 | No | — | No | — | — | — |
| 17 | Aible | 6.0 | No | — | — | 99 /user/mo | Yes | Yes |
| 18 | DataRobot | 5.9 | No | — | — | — | Yes | Yes |
| 19 | Pecan AI | 5.9 | No | — | — | — | Yes | Yes |
| 20 | auto-sklearn | 5.8 | No | — | — | — | No | Yes |
| 21 | Domino Data Lab | 5.8 | No | — | No | — | Yes | Yes |
| 22 | H2O Driverless AI | 5.8 | No | — | No | — | Yes | Yes |
| 23 | MLJAR AutoML | 5.8 | No | — | — | — | No | Yes |
| 24 | Peak | 5.8 | No | — | — | — | Yes | Yes |
| 25 | PyCaret | 5.8 | No | — | — | — | Yes | Yes |
Is your tool 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 Specifiction?
ZebraDesigner is ranked #1 of 36 with a score of 7.7. KNIME Analytics Platform is second and BigML 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: $207.92/mo.
How is this list ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing. Paid placements never change a rank.
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