Best Predictive Analytics Software in 2026
Updated
In short: ZebraDesigner is ranked #1 of 35 as of 4 October 2026, ahead of AutoGluon and KNIME Analytics Platform. The best-ranked option with a free plan is AutoGluon. The lowest first paid tier on this page is Neural Designer at $0.21/mo.
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.
35 predictive analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
7 of the 25 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 1 | ZebraDesignerWeb · Windows · Android · iPhone | Three bars | — | 4 of 6 | Free | 6.6 | |
| 2 | AutoGluonWindows · Mac · Linux · Self-hosted | Three bars | — | 3 of 6 | Free | 6.5 | |
| 3 | KNIME Analytics PlatformWindows · Mac · Linux | Three bars | — | 3 of 6 | Free | 6.5 | |
| 4 | Orange Data MiningWindows · Mac · Linux | Three bars | — | 3 of 6 | Free | 6.5 | |
| 5 | WekaWindows · Mac · Linux · API | Three bars | — | 3 of 6 | Free | 6.5 | |
| 6 | Amazon SageMaker AutopilotWeb · API | Two bars | — | 1 of 6 | — | 6.4 | |
| 7 | BigMLWeb · Mac · Self-hosted · API | Two bars | — | 2 of 6 | $833.33/mo | 6.4 | |
| 8 | FLAMLWindows · Mac · Linux · Self-hosted · API | Two bars | — | — | 3 of 6 | — | 5.6 |
| 9 | Neural DesignerWindows · Mac · Linux | Two bars | — | — | 3 of 6 | $0.21/mo | 5.6 |
| 10 | RELEX Demand PlanningWeb | One bar | — | — | 1 of 6 | — | 5.4 |
| 11 | Siemens Building XWeb · Windows · Mac · Linux · Android · iPhone · API | Two bars | — | — | 6 of 6 | — | 5.3 |
| 12 | ToolsGroup Demand PlanningWeb | One bar | — | — | 1 of 6 | — | 5.3 |
| 13 | AibleWeb | One bar | — | — | 1 of 6 | — | 5.2 |
| 14 | auto-sklearnLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 15 | DataRobotWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 16 | MLJAR AutoMLWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 17 | PeakWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 18 | Pecan AIWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 19 | PyCaretWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 20 | EMBERSLinux | No signal | — | — | 1 of 6 | — | 5.1 |
| 21 | SAS Advanced AnalyticsNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 22 | SAS Visual StatisticsWeb · Self-hosted | One bar | — | — | 1 of 6 | — | 5.1 |
| 23 | TPOTNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 24 | Obviously AIWeb | No signal | — | — | 1 of 6 | — | 5.0 |
| 25 | Oracle PeopleSoft Campus Solutions Financial AidWeb · Windows | One bar | — | — | 2 of 6 | — | 5.0 |
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 Freedom251?
ZebraDesigner is ranked #1 of 35 with a score of 6.6. AutoGluon is second and KNIME Analytics Platform 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 free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation. Paid placements never change a rank.