Mia Lefferdink
What June's Citation Intelligence Data Tells Us
June's Citation Intelligence review shows higher benchmark volume, lower citation yield, and a social source mix shifting toward YouTube and LinkedIn.
Mia Lefferdink
Mia Lefferdink
Mia Lefferdink
What May's Citation Intelligence Data Tells Us
May's Citation Intelligence review shows Reddit as the broadest social citation surface, YouTube as the strongest explainer source, and LinkedIn as the professional-context layer.
Mia Lefferdink
Measuring AEO vs. GEO Visibility - One Dashboard, Better Decisions (Part 3 of 3)
AEO and GEO measurement should answer one practical question: what should the content team fix next? Part 3 closes the series with a dashboard model built for decisions, not vanity metrics.
Mia Lefferdink
AEO in Practice - Answer Engines, Source-Worthy Pages, and Citation Mechanics (Part 2 of 3)
Answer engines do not reward pages because they are optimized. They reward pages because they are useful enough to cite. Part 2 of the AEO vs. GEO series turns that standard into a practical content review.
Mia Lefferdink
AEO vs. GEO - Terminology, Overlap, and When the Distinction Matters (Part 1 of 3)
AEO and GEO describe overlapping work, but the distinction still matters when teams choose queries, content formats, and measurement. This article maps the terms without turning them into separate tool budgets.
Mia Lefferdink
AI for Measurement - Tracking Brand Visibility Across AI Engines (Part 3 of 3)
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 for Content - Producing Valuable Work, Not Slop (Part 2 of 3)
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
How AI Changes the Shape of Marketing Work (Part 1 of 3)
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
Content Generation for GEO - Briefs That Produce Citable AI-Generated Drafts (Part 1 of 2)
AI content drafts only earn citations when the brief tells the AI what citation goals matter. Part 1 of Content Generation for GEO covers the brief structure that produces citable drafts on the first pass.
Mia Lefferdink
Content Generation for GEO - Prompting, Quality Gates, and Scaling (Part 2 of 2)
AI-generated content scales when the operation invests in three things: prompting patterns that anchor brand voice, quality gates that catch drift before publish, and role specialization that makes 50+ pieces a month sustainable.