Looking for a Singular alternative?
Singular uses deterministic + probabilistic mobile attribution. Causality Engine asks a different question: upload your GA4 CSV export and our proprietary causal-inference model tells you which channels actually drove revenue, not just which ones were present at the click. €99 to start. 5–10 minute insights. No pixel.
Singular starts at
Enterprise (custom, typically $2K+/mo). Causality Engine starts at €99 one-time. Upload your GA4 CSV. No subscription. No platform integration required.
| Singular | Causality Engine | |
|---|---|---|
| Price | Custom pricing | €99 one-time |
| Method | Deterministic + probabilistic mobile attribution | Causal inference |
| Setup | 1–2 weeks (SDK integration) | 2 minutes |
| Pixel? | Yes | No |
| Proves causation? | No | Yes |
Pricing verified from Singular's pricing page, 2026-09-08. Competitor pricing is each vendor's publicly listed pricing as read on the date shown, and it changes without notice: verify on the vendor's own site before relying on it. Vendors without a public price are marked as such. Comparisons set Causality Engine's one-time €99 analysis against subscription models.
Why brands switch from Singular
- Mobile-app focused, not built for e-commerce
- Requires SDK integration
- Enterprise pricing not transparent
- Deterministic mobile attribution is commoditized post-ATT
What Causality Engine does differently
- Built for e-commerce not mobile apps
- No SDK or pixel required
- Transparent pricing
- Causal inference works despite ATT
Watch the model work. Then run it on your data for €99.
The interactive demo runs the real causal model on a sample store, no signup. Your own read is €99, once, no subscription, full refund if you don't see the value.
“We discovered 34% of our revenue was hidden by last-click. CE found it in minutes.”
Maarten V., OFFFTRACK
“€47K/month our dashboards never showed. We reallocated budget the same week.”
Simone K., The Two Sisters
Last-click guesses.We run the math.
Causal attribution for ecommerce brands. Watch the model work on a sample store first, then upload your GA4 export and see which channels really drove revenue in 5–10 minutes. €99, pay-per-use. Pro at €299/mo when you want it continuous.
No signup for the demo. Book a 20-min call or compare plans.