01 Surfaces

Six engines. Six sets of rules.

Every answer engine retrieves, weighs and cites differently. The architecture that makes you legible is shared; the last mile is not. These pages cover both.

Engines covered
Six
Shared work
F2 · F3
Engine-specific
F4 · F5

03 Why it differs

One architecture, six emphases.

The same entity graph feeds all six engines. What changes is which signal each one leans on hardest when it decides whom to name.

Retrieval-led

Perplexity and Copilot lean on what they can fetch and quote right now, so crawlability, freshness and quotable structure dominate.

Memory-led

ChatGPT, Gemini and Claude also draw on what the model already absorbed, so consistency across the whole web matters more than any single page.

Index-led

Google AI Overviews sits on the classic index, so structured markup and established authority still carry most of the weight.

04 Answers

About the engines.

01 How many AI platforms should we optimize for?

All six, because users spread their questions across them and the foundational work is shared. Entity clarity and extractable content improve every engine at once; only the last mile is platform-specific.

02 Are answer engines replacing search?

They are absorbing the part of search where someone wanted a conclusion rather than a list. Navigational and transactional search is largely unchanged, which is why both surfaces still matter.

03 Does blocking AI crawlers protect our content?

It removes you from the answer instead. If an engine cannot crawl you, it will describe your category using whoever it can crawl — usually a competitor or an aggregator.

04 How does one method cover six different engines?

Because the F1–F5 work targets what all of them share: unambiguous entities, verifiable claims, extractable content and corroborating sources. Platform differences change the emphasis, not the architecture.

05 The first move

Find out how six answer engines describe you.

The free AI Visibility Audit reports what ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude and Copilot say about your brand today — and where the gaps are.

  • Platform-by-platform visibility snapshot
  • Entity clarity assessment
  • Competitor comparison
  • Prioritized actions

No account, no analytics access, no obligation.