Best Predictive Analytics Software in 2026
Updated
In short: BigML is ranked #1 of 35 as of 4 October 2026, ahead of FLAML and Weka. The best-ranked option with a free plan is Weka. The lowest first paid tier on this page is Neural Designer at $0.21/mo.
Predictive analytics software supports work such as forecasting and model evaluation, with different criteria helping you assess how tools fit your data and deployment needs. Compare automated machine learning, time-series modeling, and forecasting workflows, then consider model evaluation for judging results. Data connectors and API access are relevant when you need to bring in data or connect systems, while deployment mode may help narrow the options. BigML, FLAML, and KNIME Analytics Platform lead the entries, followed by DataRobot, Orange Data Mining, Neural Designer, Aible, and H2O Driverless AI. Free-plan availability and paid-from pricing are also comparison points as you consider how you will build 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.
| # | Platform | Score | Why | From | Free plan | Paid from | Forecasting workflows | |
|---|---|---|---|---|---|---|---|---|
| 1 |  BigML | 7.3 | RecognisedAPIDocumented | $833.33/mo | Yes | — | Yes | View |
| 2 |  FLAML | 7.3 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 3 |  Weka | 7.2 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 4 | Amazon SageMaker Autopilot | 6.7 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 5 |  Siemens Building X | 6.7 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 6 |  Neural Designer | 6.0 | RecognisedAPIDocumented | $0.21/mo | Yes | 300 /user/mo | Yes | View |
| 7 | KNIME Analytics Platform | 5.9 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 8 | ZebraDesigner | 5.9 | RecognisedAPIDocumented | Free | — | — | Yes | View |
| 9 | AutoGluon | 5.8 | RecognisedAPIDocumented | Free | — | — | Yes | View |
| 10 |  Orange Data Mining | 5.8 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 11 | EMBERS | 5.4 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 12 | quantile-forest | 5.4 | RecognisedAPIDocumented | — | Yes | — | No | View |
| 13 | RELEX Demand Planning | 5.4 | RecognisedAPIDocumented | — | — | — | — | View |
| 14 |  SAS Visual Statistics | 5.4 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 15 | ToolsGroup Demand Planning | 5.4 | RecognisedAPIDocumented | — | — | — | — | View |
| 16 |  TPOT | 5.4 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 17 | Obviously AI | 5.3 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 18 | Aible | 5.2 | RecognisedAPIDocumented | — | — | 99 /user/mo | Yes | View |
| 19 | Alteryx Designer | 5.2 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 20 | Oracle PeopleSoft Campus Solutions Financial Aid | 5.2 | RecognisedAPIDocumented | — | No | — | — | View |
| 21 | SAS Advanced Analytics | 5.2 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 22 |  auto-sklearn | 5.1 | RecognisedAPIDocumented | — | — | — | No | View |
| 23 | DataRobot | 5.1 | RecognisedAPIDocumented | — | — | — | Yes | View |
| 24 |  MLJAR AutoML | 5.1 | RecognisedAPIDocumented | — | — | — | No | View |
| 25 |  Peak | 5.1 | RecognisedAPIDocumented | — | — | — | Yes | View |
Is your platform 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 Inferse?
BigML is ranked #1 of 35 with a score of 7.3. FLAML is second and Weka 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, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it. Paid placements never change a rank.