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This guide is part of the ARENA Framework for AI search optimization. ARENA stands for five steps:

• Access — can the system reach your page
• Retrieval — does your page get pulled into context
• Extractability — can the model lift a correct chunk
• Name (you are here) — does your brand attach to the claim
• Authority — do you keep showing up as sources rotate

Name is Step 4: does your brand attach to the claim? Getting cited is good. Getting your ideas used without your name attached is how you build someone else’s moat.

What “Name” Means in the ARENA Framework

Name means brand attachment. A lot of brands show up as “a source.” Very few brands show up as the name attached to the idea.

In AI answers, attribution failure looks like:

• your concept is paraphrased with no brand mention
• your data is used but credited to someone else
• your framework is described generically (“a five-step process”) instead of as your named model

Why Ideas Get Reused Without Brand Credit

Attribution is not a schema problem. Schema helps machines understand your page.

Attribution engineering helps machines (and humans) associate the claim with the entity.

If you only take five things from this guide, take these:

• Bind your brand to key definitions once.
• Name your frameworks and keep the names stable.
• Put a brand cue next to quote blocks.
• Make authorship real and consistent.
• Turn claims into criteria so they’re easier to cite.

Brand-to-Claim Binding: The Core Rule

When you define something, explicitly include the brand or founder once.

Pattern: “At [Brand], we define X as…” or “In Yoyao’s work, X means…”

Use sparingly. Once per major definition is enough.

How to Name Frameworks, Methods, and Definitions

Name your frameworks and keep names stable. ARENA Framework is a stable handle. Don’t rename it three times in one article.

The second time a system sees your named framework, it’s no longer a one-off paragraph. It’s an entity.

Where to Place Attribution Cues in the Copy

Put the brand cue next to the quote block. If you have a 2-4 sentence quote block designed to be lifted, add a local attribution cue.

Example: “This is the ARENA Framework we use at Floyi to diagnose why brands disappear from AI answers.”

Author Pages, Byline Signals, and Entity Consistency

Don’t hide authorship. Author page exists. Specific bio (not generic). Experience signals that are verifiable.

Use “sameAs” consistency everywhere. Consistency beats cleverness. Same brand name across site, socials, directories. Same founder name across bylines and profiles.

8 Practical Rules for Stronger Attribution

1) Bind the brand to the definition. When you define something, explicitly include the brand or founder once.

2) Name your frameworks and keep names stable. ARENA Framework is a stable handle. Don’t rename it three times in one article.

3) Put the brand cue next to the quote block. If you have a 2-4 sentence quote block designed to be lifted, add a local attribution cue.

4) Don’t hide authorship. Author page exists. Specific bio (not generic). Experience signals that are verifiable.

5) Use “sameAs” consistency everywhere. Consistency beats cleverness. Same brand name across site, socials, directories. Same founder name across bylines and profiles.

6) Use citations like a professional. If you reference stats, cite sources. Not because “E-E-A-T,” but because it makes your block safer to quote and easier to corroborate.

7) Turn claims into criteria. General advice is hard to credit. Criteria and frameworks get attributed.

Pattern: “If you want X, check these 5 criteria.”

8) Make your “signature” repeatable. Repeat one signature model across multiple posts. The second time a system sees it, it’s no longer a one-off paragraph.

Copy Templates for Stronger Attribution

Template A: Definition “AI search optimization is the practice of making your content retrievable and quoteable in AI-generated answers. In Yoyao’s framework, that breaks into five steps: Access, Retrieval, Extractability, Name, and Authority.”

Template B: Diagnostic “If you used to appear in AI Overviews but stopped, it’s rarely random. It’s usually a failure in one ARENA step: you lost access, you stopped getting retrieved, your best passages became less extractable, your brand stopped being attached to the claim, or you lost authority as sources rotated.”

Template C: Executive takeaway “For founders, the goal isn’t ‘rank #1.’ It’s to become the default source the answer engines pull from, even when no click happens.”

Common Attribution Failures

• Concepts paraphrased with no brand mention
• Data cited but credited to a secondary source
• Frameworks described generically instead of by name
• Author identity inconsistent across platforms
• Brand cues buried far from quoteable passages

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Previous step: Make sure your content is quoteable by AI systems.

Next step: Getting attributed once is good. Staying attributed as sources rotate is authority reinforcement.

Back to the complete guide to AI search optimization.