Analytics & Attribution · Subtrack
Marketing Mix Modeling & Incremental Lift tools compared
Privacy-first Marketing Mix Modeling (MMM) and incremental lift measurement platforms. Employs econometric regression and Bayesian causal inference to quantify the true incremental revenue contribution of online and offline channels without depending on user-level tracking cookies or Apple ATT consent.
Comparison table
| Product | Pricing | Audience | Moat tier | AI autonomy | Summary |
|---|---|---|---|---|---|
| Fospha | £1,000–£3,000/mo | DTC / eCommerce | Proprietary moat | L3 · Conditional automation (est.) | Privacy-first marketing measurement platform using machine learning to attribute eCommerce revenue across paid social and search. |
| Measured | From $3,000/mo | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | Incrementality measurement platform for DTC and enterprise brands using automated experimentation to validate marketing spend. |
| Prescient AI | From $2,000/mo | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | First-party marketing mix modeling (MMM) platform accurately forecasting campaign revenue impact without tracking cookies. |
| Recast | $2,000–$5,000/mo | B2B SaaS | Proprietary moat | L3 · Conditional automation (est.) | Modern Marketing Mix Modeling (MMM) platform providing daily Bayesian causal incrementality measurement for omnichannel advertisers. |
| Rockerbox | From $1,500/mo | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | Marketing attribution platform coordinating cross-channel media spend, offline conversions, and incrementality tests for DTC brands. |
| Singular AI | $500–$3,000/mo | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | Unified marketing measurement platform combining mobile attribution, ad cost aggregation, and automated fraud prevention. |
| Analytic Partners | Custom / enterprise pricing | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | Enterprise commercial analytics and marketing mix modeling (MMM) platform measuring incremental revenue and ROI. |
| Northbeam | $1,500–$3,500/mo | DTC / eCommerce, Enterprise Brands | Proprietary moat | L3 · Conditional automation (est.) | First-party multi-touch attribution platform combining machine learning and cash-flow tracking for eCommerce brands. |
| Sellforte | From €1,500/mo | DTC / eCommerce, Enterprise Brands | Workflow-embedded | L3 · Conditional automation (est.) | Marketing mix modeling SaaS delivering AI-powered media optimization and commercial performance analytics for retailers. |
| Windsor.ai | $19–$499/mo | B2B SaaS | Proprietary moat | L3 · Conditional automation (est.) | Attribution and marketing data integration platform connecting advertising channels with attribution models and BI tools. |
| Neustar MarketShare | Custom / enterprise pricing | DTC / eCommerce, Enterprise Brands | Workflow-embedded | L3 · Conditional automation (est.) | Unified marketing measurement platform combining top-down MMM with bottom-up multi-touch attribution (MTA). |
Frequently asked questions
Why has Marketing Mix Modeling (MMM) experienced a massive resurgence?
Apple's iOS 14.5 ATT prompt and the phase-out of third-party cookies degraded traditional pixel-based tracking. MMM relies on aggregate statistical time-series data rather than personal user tracking, making it completely privacy-proof.
How frequently can modern AI MMM models update insights?
Unlike legacy annual agency MMM studies, modern SaaS MMM platforms ingest daily spend and sales figures, delivering refreshed weekly or monthly econometric budget optimization curves.