DeepCausalMMM vs Singular
DeepCausalMMM
deepcausalmmm.readthedocs.ioSingular
singular.netSide by side
| Figure | DeepCausalMMM | Singular |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | — | Yes |
| iOS | — | Yes |
| Android | — | Yes |
| API | — | Yes |
| Self-hosted | — | Yes |
| Plans published | 0 | 4 |
| Spec score · Marketing Analytics Software | 6.6 (#45) | 8.8 (#4) |
| Product | DeepCausalMMM is a Python package for marketing mix modeling that combines deep learning and causal inference to estimate marketing channel impacts on business KPIs. | Singular describes itself as an end-to-end marketing platform for unifying data, measuring ROI, and scaling growth with AI. |
| Support | The project README directs users to GitHub issues for bug reports and feature requests. | The plans list email support and onboarding support for Free, technical support and a Customer Experience Team for Growth, and a dedicated Customer Success Manager and enterprise SLA for Enterprise. |
Plans
Singular
- FreeFree
- GrowthPriced on request
- Growth$0.05, paid once
- EnterprisePriced on request
In their own words
DeepCausalMMM
DeepCausalMMM has no write-up on Specifiction yet; its figures are above.