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 citations reward content that's fresh, structured at the section level, and answers sub-queries cleanly. Part 3 covers the editorial patterns that earn citations and the refresh cadence that holds them.
Mia Lefferdink
Gemini is the AI engine where SEO and GEO overlap most. Part 2 covers the schema, entity pages, and technical SEO signals that earn Gemini citations and rank in Google at the same time.
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
In the AI era, inconsistency is a visibility killer. AI engines cross-check signals across every channel and deprioritize sources that contradict themselves. Governance is no longer optional for the CMO.
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.