Every business that spends money on ads is trying to answer one deceptively simple question: which of these actually made me money? For a decade the honest answer was "the pixel will tell us." Then the pixel stopped telling us. Apple's App Tracking Transparency turned tracking into an opt-in that almost nobody opts into, Google spent years phasing third-party cookies out of Chrome, and the neat little user-level trail from "saw the ad" to "bought the thing" quietly went dark.
The numbers on how badly this is going are grim. 78% of marketing leaders say their attribution data no longer matches their revenue reports (Forrester, 2025), and 64% of attribution implementations fail to reflect reality at all (Gartner, 2025). People are paying for dashboards that confidently report a number, and the number is fiction.
Here is the real kicker. This is not just a small-business problem solved by buying better software. Cal AI, doing a $50M ARR run-rate before MyFitnessPal bought it, measured its influencer deals by eyeballing revenue spikes, slapping made-up multiples on promo codes, and manually switching channels off to see what happened. Founder Zach Yadegari, who sold the company at 18, one of the sharpest paid-acquisition operators around, described his own method for a $500k YouTube sponsorship as counting link clicks, guessing multiples, and watching for spikes. In his words, "it's just more subjective than anything." When the person best in the world at this is doing it on a napkin, the tools have not just gotten worse, they have stopped existing for the channels that matter most.
A productised attribution engine that automates the gritty manual detective work every growth team already does by hand, and does it across the channels the dashboards genuinely cannot see.
The wedge is narrow on purpose: nail influencer and creator attribution, the single ugliest measurement gap, for the growth-stage consumer companies feeling it most. The engine underneath (multi-signal triangulation plus automated incrementality testing) then expands to every paid channel a business runs.
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