| Price from | — | — |
| Free plan | — | — |
| Free trial | — | Yes |
| Open source | — | — |
| Windows | Yes | Yes |
| macOS | Yes | — |
| Linux | Yes | — |
| API | — | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 0 | 13 |
| Spec score · Statistical Analysis Software | 7.6 (#61) | 8.6 (#11) |
| Deployment | desktop | desktop |
| Free plan | Yes | No |
| Integrations | Optional wrappers integrate Mamba summary networks through mamba-ssm and allow BayesFlow approximators to be used as likelihood terms in PyMC models. | NumXL integrates with Microsoft Excel as an add-in, and its SDK is available as a NuGet package. |
| Product | BayesFlow is a Python library for simulation-based amortized Bayesian inference with neural networks. | NumXL is a suite of time-series Excel add-ins that adds econometric functions, shortcuts, and a guided user interface to Microsoft Excel. |
| Regression models | No | Yes |
| Scripting support | Yes | Yes |
| Statistical tests | No | Yes |
| Support | The project directs users to its Discourse forums for questions and GitHub Issues for bug reports and feature requests. | Plans include support and updates, and the maker offers tutorials, documentation, and in-house support by email or phone. |