How LLM-powered answer engines decide which brands they
cite, and what it takes to be in the answer.
Whitepaper · 2026
From Citation to Compounding — Visibility on Your Own Terms
A practitioner's view of agentic search: how LLM-powered
answer engines decide which brands they cite, what
structured signals actually move the needle, and how to
measure presence over time. Drawing on engagements where
we instrumented brands across ChatGPT, Perplexity,
Gemini, and Copilot. The thesis: standalone AEO is a
treadmill — AEO on a broader Growth Operating System
compounds.
- Audience
- CMOs, VPs of Marketing, Heads of Content, Marketing Operations leads
- Status
- v1.0 · 2026 · Available now by email