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
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-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.
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.
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.
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.