Causal
Business planning for modern teams
Mantle
Revenue and affiliate operations for Shopify apps
Updated February 2026
| Causal | Mantle | |
|---|---|---|
| Rating | 4.7★ | 5.0★ |
| Reviews | 6 | 5 |
| Pros | 9 | 0 |
| FactScore™ | 39.5 | 38.9 |
FactScore™ Comparison
FactScore™ weighs both quality (rating) and popularity (reviews) for a fairer ranking than stars alone.
Pros & Cons
Only in Causal — Pros
Eliminate Excel headaches Connect data to dashboards Financial modeling Budget-friendly Interactive dashboards Modeling flexibility Probabilistic forecasts Quick learning curve VisualizationsBoth tools — Pros
—Only in Mantle — Pros
No unique pros listedOnly in Causal — Cons
Difficult actions on dimensions and sections Missing UI flows Not enterprise levelBoth tools — Cons
—Only in Mantle — Cons
—Details
| Causal | Mantle | |
|---|---|---|
| Categories | Financial planning, Startup financial planning, Business intelligence software, Fundraising resources | Automation tools, Affiliate marketing, Financial planning |
| Platforms | Web | Web |
| Became Popular | June 24, 2022 | January 10, 2024 |
| Website | causal.app | heymantle.com |
Who Should Pick Which?
Choose Causal if...
- Eliminate Excel headaches
- Connect data to dashboards
- Financial modeling
Choose Mantle if...
- No unique pros listed
With a FactScore™ of 39.5 vs 38.9, Causal leads in community reception. Causal uniquely offers Eliminate Excel headaches and Connect data to dashboards, while Mantle stands out for No unique pros listed.
What Users Say
Causal
I found Causal amid planning a pivot for my startup. The ability to create probabilistic forecasts instead of single-path predictive models was the key to communicating our thoughts with shareholde...
Great tool for taking FP&A and all company modeling to the next level.
Incredible product
Mantle
Very easy to use! And is very useful to keep record of a Shopify app revenue without the hassle of installing a complex analytics tool
The creators of Mantle were a sponsor at a Shopify event in Paris and showed off what the platform can do. We heard about it just at the right time, and even though it's still in closed beta, it al...
Frequently Asked Questions
Which is better, Causal or Mantle?
Based on FactScore™, Causal leads with a score of 39.5 vs 38.9. Causal has a higher rating of 4.7★ compared to 5.0★.
What are the pros of Causal compared to Mantle?
Causal uniquely offers: Eliminate Excel headaches, Connect data to dashboards, Financial modeling, Budget-friendly, Interactive dashboards.
What are the pros of Mantle compared to Causal?
Mantle uniquely offers: No unique pros listed.
Is Causal better rated than Mantle?
Causal is rated 4.7★ from 6 reviews. Mantle is rated 5.0★ from 5 reviews.
What is the FactScore™ of Causal and Mantle?
FactScore™ weighs rating and review volume together. Causal scores 39.5 and Mantle scores 38.9.
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