AI marketing
Vanaxity insights tagged AI marketing - notes on AI content, SEO, GEO and AEO from Van Data Team.
The AI Marketing ROI Gap: Adoption Up, Proof Missing
The AI marketing ROI gap is the distance between near-universal AI adoption and the small share of marketing leaders who can prove it returns anything, with surveys showing 90% of organizations raised AI marketing investment while only 16% feel confident defending it to the board and 12% can isolate AI's real revenue impact, so the problem isn't efficiency but proof, and closing it takes measurement discipline, controlled tests, and cost-per-outcome accounting rather than a more powerful tool.
Why AI Speeds Marketing Production but Not Time to Launch
AI has made marketing production faster to start but not faster to finish, because the real bottleneck was never writing copy, it is approvals, coordination, editing, and the extra decisions that more AI content creates, so despite heavy adoption Knak's 2026 survey found 85% of teams still missed a launch date and 82% still spend most of their time on production rather than strategy, and reclaiming time means applying AI to the actual workflow bottleneck and measuring cost per launched campaign, not per draft.