Question 1

What is GEO Rewriter?

Accepted Answer

GEO Rewriter is a Generative Engine Optimization (GEO) content platform that restructures blog posts and landing pages into AI-citation-ready assets. It applies annotation clarity, semantic embedding alignment, and six-type JSON-LD schema generation so ChatGPT, Perplexity, and Gemini can select, synthesize, and cite your brand in generated answers.

Question 2

What is GEO (Generative Engine Optimization)?

Accepted Answer

Generative Engine Optimization (GEO) is the practice of structuring content so large language model-based search engines — ChatGPT, Perplexity, Google Gemini, and Claude — can extract, synthesize, and cite it in generated answers. GEO addresses five confirmed ranking factors: annotation clarity, semantic embedding density, entity grounding, passage independence, and freshness signaling. As of 2026, these factors determine whether your content gets cited or ignored.

Question 3

Which signals does Perplexity use to select citation sources?

Accepted Answer

Perplexity's internal retrieval architecture was entered into court evidence in 2025. Six signals are confirmed: Google-first indexability, embedding_similarity_threshold (semantic chunk scoring), new_post_ctr and discover_engagement_7d (CTR tracking), time_decay_rate (freshness), topic cluster alignment (exponential reach multiplier), and authority co-citation (DR50+ boost from already-cited domains).

Question 4

Why does most content fail to get cited by AI engines?

Accepted Answer

According to Jason Barnard's ARGDW competitive framework, every source passes through five sequential filters: Annotation (entity and intent must be instantly clear), Recruitment (content must be discoverable via Google indexation), Grounding (publisher verified in entity, document, and concept graphs), Display (passages must be independently extractable), and Won (freshness, CTR signals, and funnel-layer framing beat competitors). Most content fails at Gate 1 — annotation clarity.

Question 5

How much does GEO Rewriter cost in 2026?

Accepted Answer

Georwritr offers four plans: Trial at $0 (3 rewrites, no credit card), Starter at $29/month (5 rewrites, 1 user), Pro at $99/month (30 rewrites, 3 users, full GEO score + AI citation tracker), and Agency at $249/month (unlimited rewrites, 10 users, bulk rewriting + white-label reporting).

Question 6

Will AI actually cite my pages after a rewrite?

Accepted Answer

GEO formatting removes the structural barriers that prevent citation. Perplexity scores every content chunk against an embedding_similarity_threshold — chunks below it are never retrieved regardless of domain authority. Google AI Overviews follow the ARGDW 5-gate filter. GEO Rewriter engineers content to pass all five gates. Users report brand mentions in ChatGPT and Perplexity answers within days of publishing GEO-optimized pages.

Feature	GEO Rewriter	Surfer SEO	Frase	Jasper
ARGDW 5-gate AI citation optimization	Yes	No	No	No
Perplexity embedding_similarity_threshold targeting	Yes	No	No	No
6-type JSON-LD schema auto-generation	Yes	No	No	No
Entity stacking (sameAs)	Yes	No	No	No
Passage Independence Check	Yes	No	No	No
AI Glossary Generator	Yes	No	No	No
llms.txt Generator	Yes	No	No	No
WordPress direct publishing	Yes	No	No	Yes
Content Structure Score	Yes	No	No	No
Traditional SEO keyword density	Yes	Yes	Yes	Yes

GEO Rewriter vs Surfer SEO, Frase & Jasper — 2026 Comparison