Stop building buyer lists off scraped “cash buyers.” Most lists die before the first touch because the data isn’t structured. The shift came from scoring behavior, recent velocity, repeat zip buys, en
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Loading velocity curve…
—Views / houraverage velocity since it published
—Peak velocitythe hottest sustained views/hr it ever hit
—vs. their normalpace relative to this creator's own baseline
—Engagementlikes per view — real engagement is hard to fake
—Agehow early Slope caught this surge