We've sat through enough quarterly reviews to know what good attribution looks like. It looks like a senior analyst who's lived with the numbers for a year — someone who knows that LinkedIn was quietly doing the work in March, that the conference in Amsterdam paid for itself two quarters later, that Direct is mostly downstream of everything else.
That kind of analyst is rare and expensive. The methods they use — Data-Driven credit, geo-holdouts, response curves — are not. The bottleneck has always been getting them in front of the data.
Soclar is the analyst, automated. We pulled the proven methods together, taught an AI layer to read the output the way the analyst would, and gave it a memory so the story compounds.