Mia Lefferdink
Multi-location brands hit governance breakpoints around 20 locations. A March 2026 analysis of 350,000+ locations found ChatGPT recommended only 1.2% of them. The platform requirements that compound visibility across the full footprint.
Mia Lefferdink
An early 2026 analysis of 325,000 AI prompts found LinkedIn cited in 14.3% of ChatGPT Search responses and 13.5% of Google AI Mode responses. Social posts feed AI citations now. Each platform contributes differently; the cadence varies accordingly.
Mia Lefferdink
Gemini-specific measurement runs three signals: citation rate per prompt, summary accuracy, and AI-source pipeline attribution. Part 5 closes the series with the dashboard and cadence that turn data into citation lift.
Mia Lefferdink
Gemini's grounding architecture cross-references multiple sources before answering, which makes contradictions across the brand's surfaces directly visible. Part 4 covers why the engine punishes drift and how to keep brand claims consistent.
Mia Lefferdink
Gemini grounds answers in real-time Google Search plus its training corpus. Knowing what Gemini cites and why is the prerequisite to ranking in it. Part 1 of a five-part series on earning Gemini citations.
Mia Lefferdink
ChatGPT recommended only 1.2% of locations across a March 2026 analysis of 2,751 multi-location brands. Restaurants live or die in that 1.2%. The data hygiene that decides who gets cited, what works, and what the engines are actually rewarding.
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
Zeover's citation data shows Facebook is not the loudest social citation surface, but it has a stable role in Grok and a May entrance in Sonar. The Facebook way is community proof, local context, and measurable post engagement.