Perspectives on AI marketing, demand generation, and B2B revenue operations.
Marketing automation delivers 544% ROI on average — but only for companies with clean data, defined processes, and aligned teams.
The best AI experimentation programs have clear strategic filters, not unlimited freedom. Boundaries produce better results.
When prediction accuracy jumps from 70% to 95%, it enables entirely new business models, not just incremental improvements.
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