On "AI Content Didn’t Stop Working, Your Metrics Did"

The premise lets marketers off the hook too easily. Yes, AI search fragments traffic in ways traditional analytics miss, but "your metrics broke" is a convenient excuse when the real problem is that AI systems have no reason to prefer your content over a competitor's if it doesn't demonstrably outperform on relevance, freshness, or depth. The useful move isn't abandoning ROI tracking for softer influence measures—it's rebuilding content strategy around what actually moves the needle in a fragmented landscape: topical authority, verifiable expertise, and conversion velocity, not traffic volume. If you can't trace a content investment to business outcome, the content probably wasn't strong enough to survive the shift.