Insights.

Articles and reflections on brand leadership, systems thinking, and strategic decision-making. Written by Kerstin Ludwig and Dr. Katharina Buttenberg.

Questions Marketing Leads need to answer

Ranked, but not chosen
Why strong Google rankings no longer guarantee visibility
Why does AI describe your brand differently from how you do?
Why AI systems describe brands differently, and a three-question test to compare their answers with your brand key.
Why is our traffic up but conversion isn't?
Start at the point of purchase and work upwards. Find the job the buyer needs done in that moment and check whether the brand helps them decide. The gap is usually between what attracts and what convinces.
Why does every new customer cost us more than the last?
Give people a reason to choose before buying more reach. A sharp position on one job makes every channel more efficient, because ads no longer have to explain.
Why do customers like us but buy from someone else?
Being liked is not a reason to be chosen. Find where the alternative wins and give the brand one clear reason to be picked there.
Why does a competitor show up in ChatGPT and we don't?
Set a baseline: test real customer questions across AI systems for presence, position, citations and sentiment. Then fix the technical and content blockers.
Why do our ads perform but customers don't stay?
Early churn signals a gap between promise and experience. Align acquisition messaging with what the product delivers, and steer by lifetime value, not first conversion.
Why does the brand break every time a new tool or AI workflow arrives?
Set guardrails before rollout, then let teams create freely within them.
Who are we really losing to, if not our competitors?
Define the competitive frame by what customers actually compare you with, including doing nothing. Position against that set, not the category.
Why is there still no single place that says what's true?
One source of truth with a named owner, a source hierarchy and a review cadence.

AI Search & Visibility

Agentic Brand OS

Essays

AI-assisted writing

Working on AI visibility and machine readability without using AI tools yourself doesn't hold up. Nothing here leaves the house unchecked. Arguments, source selection and final editorial decisions are the authors'.