Northbeam is a serious, defensible measurement platform for scaling and mid-market DTC: ML multi-touch attribution, Media Mix Modeling, and (since April 2026) native incrementality, all on the same data. For a brand spending €250k+ a month with an analyst to drive it, it's one of the best budget-allocation engines on the market (≈4.5 out of 5 on G2).
The catch is the shape of the commitment: a tracking script, heavy UTM discipline, a multi-week onboarding, opaque quote-based pricing reported around €1,500–2,500 a month, and a 12-month contract. Reviewers are consistent that brands under ~€50k/mo spend don't generate enough data to use it well, and that it's underpowered without a skilled operator.
// Northbeam answers what credit does the model assign? → ML MTA + MMM + incrementality layer // Causality Engine answers what spend actually caused the sale? → causal inference, one read, no ramp-up
| Causality Engine | Northbeam | |
|---|---|---|
| Method | Causal inference (one model, one read) | ML MTA + MMM + incrementality add-on |
| Setup | GA4 export upload, 5–10 min | Script + UTM hygiene + multi-week onboarding |
| Price | €99 per read · €299/mo Pro | ~€1,500–2,500/mo, 12-mo min (quote) |
| Fits | Any GA4 ecommerce brand | €250k+/mo spend with an analyst |
| Time to value | Minutes, on history you already have | 30–90 days post-kickoff |
Choose Northbeam when
you're a large, sophisticated spender who wants continuous MTA + MMM + incrementality managed in one platform. You have the analyst capacity and UTM discipline to feed it, and the budget to justify a five-figure annual line.
Choose Causality Engine when
you want the incrementality answer without the incrementality project. Last quarter is already in GA4, so you get a causal read in minutes for €99, not a 90-day ramp. Also the right call for sub-€250k/mo brands Northbeam isn't built for, and for anyone who wants a fast, independent causal check before signing (or renewing) a €18k/year contract.
Before committing to €18,000 a year and a quarter of onboarding, spend €99 to see whether the causal numbers move a single budget decision. If they don't, full refund.
They track clicks. We measure cause. Four of these five tools are pixel or multi-touch-attribution dashboards on an annual contract; they reassign credit for conversions that already happened, and they need a script installed and maintained. Causality Engine measures incrementality, the sales a channel actually caused, from your existing GA4 and Shopify export, no pixel, with confidence intervals, for €99 a read. Different question, different bill, different install.
| Tool | Core method | Causal? | Pixel / SDK? | Time to value | Pricing model | Yr-1 fully loaded | Contract |
|---|---|---|---|---|---|---|---|
| Causality Engine | Causal inference (Bayesian) on GA4 + Shopify | Yes, native | None | 5–10 min | €99 per read · €299/mo Pro | €99 one-time · €3,588/yr Pro | Credit card, cancel anytime |
| Triple Whale | Pixel + MTA (Clicks & Deterministic Views) | No | Yes (Triple Pixel) | Days (after pixel install and data) | Subscription, GMV tiers | €600–1,500/mo loaded | 12-month minimum |
| Northbeam | ML MTA + MMM + incrementality (2026 add-on) | Partial (newer layer) | Yes (script + UTMs) | Weeks (onboarding) | Subscription, mostly quote | €1,500–2,500/mo | 12-month minimum |
| Rockerbox | MTA + MMM + incrementality (enterprise) | Yes (native) | Yes (integration) | Weeks (config + experiments) | Quote only | €2,000–4,000/mo + onboarding | 12-month minimum |
| Hyros | Server-side click tracking + MTA | No | Yes (watcher scripts, heavy) | 2–12 weeks (setup) | Subscription, demo-gated | €500–5,000/mo by spend | Annual standard |
| Wicked Reports | First-party click MTA (LTV focus) | No | Yes (pixel + CRM/UTM) | Days to weeks | Subscription, by contacts | €550–1,200/mo + integration | Annual standard |
Prices reflect publicly-published tiers or industry-standard fully-loaded estimates as of 2026-06. Not vendor quotes.
Run the side-by-side. Upload your GA4 export, get incremental ROAS with confidence intervals in 5–10 minutes, €99. Refundable if the first read doesn't pay for itself in one reallocation decision. Keep your current tool; use us as the independent causal second opinion.
We're the only one in this table without an ad budget, or a dashboard subscription, to protect.
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