Mia Lefferdink
Vendor demos optimize for impressing the buyer; trials reveal what the platform actually does. Part 4 of our marketing automation series turns the capability rubric from Part 2 into a decision framework, with red flags, trial criteria, and the questions vendors don't want asked.
Mia Lefferdink
Top of funnel, middle of funnel, bottom of funnel: each stage now has tool categories that did not exist in the 2021 stack. Part 3 of our marketing automation series surveys the tool layers, calls out which categories collapsed into the platform, and which still warrant a point tool.
Mia Lefferdink
AI visibility cannot be managed with search rankings alone. Part 3 of this three-part series covers citation rate, citation absorption, summary accuracy, and the review cadence that turns AI measurement into content decisions.
Mia Lefferdink
AI content becomes valuable when the brief, sources, edit, and measurement loop are stronger than the model output. Part 2 of this three-part series covers the workflow that keeps AI-assisted content from becoming slop.
Mia Lefferdink
AI did not remove marketing work. It rearranged it. Part 1 of this three-part series maps what AI can absorb, what humans still own, and why governance became the real operating constraint.
Mia Lefferdink
A content marketing strategy that earns AI citations isn't a louder blog schedule. It's a portfolio across formats, produced consistently, with accuracy that holds up under cross-check, and AI used to scale substance rather than thin pages.
Mia Lefferdink
AI can draft content in minutes. That does not mean every draft deserves to publish. Part 5 of our content marketing strategy series closes on the workflow that balances speed with quality, and the build-vs-buy decision for the platform that enforces it.
Zoe
On April 23, 2026, Google's security team published evidence of a 32% rise in adversarial prompt injection across the open web. The line between legitimate GEO and the tricks Google is now actively detecting is wider than the marketing-tools market lets on. Real GEO is the opposite shape: transparent, signaled through documented update channels, and durable for that reason.