Resources Appearance

Appearance Articles

Who should I be looking at? Guides on the Appearance pillar of the ANSWER framework and AI answer-engine visibility.

From Invisible to Named: An Appearance Turnaround

A capable payroll platform kept losing deals to whatever the AI suggested. This illustrative case study walks through the AI visibility gap an audit revealed, the work that fixed it, and how the brand's Appearance moved from Marginal to Strong.

David Tang · Jun 16, 2026

The 10-Prompt Appearance Self-Check

You don't need a full audit to get a first read on your AI visibility. You need 10 good questions, a logged-out browser, and 15 minutes. Here's the exact self-check, the prompts to run, and how to tell if you're leaking at Appearance.

David Tang · Jun 16, 2026

Why Doesn't ChatGPT Mention My Brand?

Asked ChatGPT about your category and didn't see your brand? It isn't random. Direct answers on how AI engines decide who to name, why AI visibility is different from SEO, and how answer engine optimization (AEO) gets you surfaced.

David Tang · Jun 16, 2026

When AI Never Names Your Brand

A customer asks AI which tools are best, reads the list, and picks one. Your brand isn't on it. No click, no trace. This is the Appearance failure that caps your AI visibility. Here's what it looks like, why it happens, and why it's so dangerous.

David Tang · Jun 16, 2026

How to Improve Your Appearance Score and Enter the AI Consideration Set

AI engines don't invent their answers, they synthesize them from sources. Improving your Appearance score is answer engine optimization (AEO): making those sources clearly say your brand belongs in your category. Here's the step-by-step AI visibility playbook.

David Tang · Jun 16, 2026

Appearance: How to Get AI to Surface Your Brand at All

When a customer asks AI which product to choose, it names a few brands and the rest are never in the running. The complete AI visibility guide to Appearance: what it measures, how it's scored, and how answer engine optimization (AEO) gets AI to surface your brand.

David Tang · Jun 16, 2026

What Is Appearance in AI Visibility?

When a customer asks AI who the best options are, does your brand even get named? That's Appearance, the foundational category of AI visibility in the ANSWER framework. Here's what it measures, why it caps everything downstream, and how to tell if you've gone invisible.

David Tang · Jun 16, 2026