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GEO Fix Preview
See the anatomy of a generative-engine-optimization fix for any prompt: the front-loaded answer block, the schema, the content brief, and the off-site source play. This is the deterministic skeleton - the full Fix Engine grounds every part in your live audit and the competitors AI actually cited.
A GEO fix is a concrete artifact, not advice: a front-loaded answer block of roughly 40 to 80 words that resolves the prompt in its first sentences, schema that mirrors the visible text, a content brief covering the sub-questions engines fan out into, and an off-site source play for the domains engines already trust. This preview renders that skeleton for any prompt you type.
Free and instant. No login. Deterministic preview of the fix package structure.
Front-loaded answer block
Content brief
Off-site source play
Schema (JSON-LD) the fix would embed
What does a GEO fix actually contain?
Four parts, each mapped to a citation mechanic. The answer block serves extraction - a quotable unit an engine can lift. The schema serves machine context. The content brief serves fan-out coverage, answering the sub-questions engines split your prompt into. The source play serves grounding - presence on the third-party domains engines already cite for your category.
What is an answer block?
A self-contained unit at the top of a section that answers the question before any context. Engines parse by section and look for declarative first sentences; analyses of cited pages consistently find direct answers and structured lists doing the winning, not narrative build-ups.
One concept per section. Short paragraphs. The important fact gets its own structural home, or it does not get extracted.
This preview is deterministic. The Fix Engine grounds every part in your live audit: the exact prompt you lost, pages that actually exist on your site, and the competitors engines cited instead of you.
Does schema markup help AI citations?
As supporting context, yes; as a shortcut, no. Structured data helps engines parse what a section is when it mirrors the visible answer. Write the visible answer first, then mark it up - the order matters.
Why freshness and specificity win
AI-surfaced URLs skew measurably fresher than classic results - one large citation analysis put the gap near a quarter fresher - and pages dense with named entities, dated updates, and stated numbers out-cite vague ones.
Specific beats smooth. A concrete claim an engine can attribute is worth more than a paragraph of positioning.
Not sure which prompts deserve a fix first? Run the free audit and start from the gaps it ranks.
What this preview cannot know
Your site, your rivals, or your evidence. The full package is generated from a real gap - grounded in pages you own and the sources engines cited instead - and every package ships with launch steps and a track-this-prompt handoff to the Proof Loop.
Frequently asked questions
How long should an answer block be?
Roughly 40 to 80 words, with the first sentence resolving the question outright. Context, nuance, and links come after - engines scan for declarative openings they can lift whole.
Do I need schema on every page?
Add it wherever a question is answered visibly, and make the markup mirror the visible text exactly. FAQ and HowTo blocks give each answer its own extractable unit; markup without matching visible content does nothing.
What are fan-out queries?
Engines split a prompt into sub-questions and retrieve sources per sub-question. A brief that covers those sub-questions keeps your page in more of the retrievals - which is why the preview includes them.
Is GEO different from SEO?
It extends it. The technical foundations are shared, but the contest changes: SEO competes for a position on a results page, GEO competes for citation inside a synthesized answer.
How do I know a fix worked?
Re-test the same prompt against the pre-ship baseline and read the movement. The Proof Loop schedules those re-tests per engine and reports the change with confidence labels tied to sample size.
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