Best EMBERS Alternatives in 2026
Updated
20 platforms from predictive analytics software ranked against EMBERS on the same published basis.
- 1EMBERS vs Amazon SageMaker Autopilot
- 2EMBERS vs BigML
- 3EMBERS vs Weka
- 4EMBERS vs FLAML
- 5EMBERS vs DataRobot
- 6EMBERS vs Siemens Building X
- 7EMBERS vs H2O Driverless AI
- 8EMBERS vs KNIME Analytics Platform
- 9EMBERS vs ZebraDesigner
- 10EMBERS vs AutoGluon
- 11EMBERS vs Orange Data Mining
- 12EMBERS vs Neural Designer
- 13EMBERS vs RELEX Demand Planning
- 14EMBERS vs SAS Visual Statistics
- 15EMBERS vs ToolsGroup Demand Planning
- 16EMBERS vs Zebra Workcloud Forecasting & Analysis
- 17EMBERS vs Aible
- 18EMBERS vs Alteryx Designer
- 19EMBERS vs Oracle PeopleSoft Campus Solutions Financial Aid
- 20EMBERS vs SAS Advanced Analytics
EMBERS alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Amazon SageMaker Autopilot | 7.3 | No | — | API, Web |
| 2 | BigML | 7.3 | Free plan | $833.33/mo | API, Mac, self-hosted, Web |
| 3 | Weka | 7.2 | Free plan | Free | API, Linux, Mac, Windows |
| 4 | FLAML | 6.9 | No | — | API, Linux, Mac, self-hosted, Windows |
| 5 | DataRobot | 6.8 | No | — | API, Linux, self-hosted, Web |
| 6 | Siemens Building X | 6.7 | No | — | Android, API, iOS, Linux, Mac, Web, Windows |
| 7 | H2O Driverless AI | 6.6 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | KNIME Analytics Platform | 5.9 | Free plan | — | Linux, Mac, Windows |
| 9 | ZebraDesigner | 5.9 | Free plan | Free | Android, iOS, Web, Windows |
| 10 | AutoGluon | 5.8 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 11 | Orange Data Mining | 5.8 | Free plan | Free | Linux, Mac, Windows |
| 12 | Neural Designer | 5.6 | No | $207.92/mo | Linux, Mac, Windows |
| 13 | RELEX Demand Planning | 5.4 | No | — | Web |
| 14 | SAS Visual Statistics | 5.4 | No | — | self-hosted, Web |
| 15 | ToolsGroup Demand Planning | 5.4 | No | — | Web |
| 16 | Zebra Workcloud Forecasting & Analysis | 5.3 | No | — | Web |
| 17 | Aible | 5.2 | No | — | Web |
| 18 | Alteryx Designer | 5.2 | No | — | Web |
| 19 | Oracle PeopleSoft Campus Solutions Financial Aid | 5.2 | No | — | Web, Windows |
| 20 | SAS Advanced Analytics | 5.2 | No | — | — |
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Questions about EMBERS alternatives
What is the best alternative to EMBERS?
Amazon SageMaker Autopilot, number 1 in predictive analytics software with a score of 7.3 out of 10. The others here: BigML, Weka, FLAML and 16 more.
What is the best free alternative to EMBERS?
BigML is the best-ranked alternative with a free plan. 6 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives 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.