Content Arc™ Structures Your Pages for AI Retrieval

Content Arc™ is a Growth Marshal framework for structuring on-page content architecture for maximum AI retrieval. It applies the Modular Knowledge Object (MKO) methodology to engineer pages that LLMs can parse, quote, and cite—transforming existing content into answer-ready assets and building new pages optimized for AI from the ground up.

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Content Arc™ Overview [v1.0] · Updated: 2026-01-24

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organization: Growth Marshal
canonical_framework_id: /knowledge/ids/framework/content-arc

defined_term: AI Search Optimization 

framework: Content Arc™
framework_goals: On-page optimization · Content liftability
framework_layers: MKO Architecture

jump: ▪ Content Arc™ layers ↓

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How Content Arc™ makes your pages retrievable by LLMs

/* overview */

Content Arc™ increases citation probability by structuring your pages for how LLMs actually retrieve information. Clients implementing Content Arc™ report consistent inclusion in AI-generated answers across ChatGPT, Claude, Gemini, and Perplexity as models find clear, quotable content exactly where they're looking.

/* mechanism */

The framework applies MKO Architecture—answer-first headers, modular body sections, visual evidence layers, and action footers—so every page reads like a structured answer rather than marketing copy. No ambiguity. No fluff. Just citation-ready content.

/* proof */

Using Content Arc™, The Better Scalp Company reached #3 in AI brand mentions for sensitive-scalp care—earning 18.4% of AI responses and competing head-to-head with billion-dollar brands like Head & Shoulders within 5 months.

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“Growth Marshal has a deep understanding of how LLMs work and presented a clear plan to capture traffic from ChatGPT.”

#3

Ranking of brands by AI mentions

18%

AI responses that directly mentioned Better Scalp Co.

Michele Marchand
Founder, The Better Scalp Company

The on-page solution for
AI retrieval

Content Arc™ structures your pages using MKO Architecture—a methodology that makes content parseable, quotable, and citation-ready for LLMs.

MKO Architecture

MKO Architecture engineers your pages for retrieval.

MKO (Modular Knowledge Object) Architecture is a page-level methodology that structures content for maximum AI citation. It combines answer-first headers, modular body sections, and visual evidence layers into a unified format that LLMs can parse and quote. MKO embeds lexical clarity, semantic coherence, and authority signals throughout, so every page functions as a structured answer.

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Why Partner with Growth Marshal

We operate at the frontier of AI search, researching what actually earns LLM citations. We turn those findings strategies that capture outsized semantic market share before competitors catch on.

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The Technical Standard in AI Search

We treat AI search optimization like systems engineering: entity modeling, retrieval-ready content, validator-clean schema, and knowledge graph alignment that makes LLMs retrieve, verify, and cite you with confidence.

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Validation Cycles, Not Guesswork

We run fast validation loops: baseline visibility → controlled improvements → measure citations/mentions → refine. Our frontier-grade techniques create a technical edge that keeps you ahead of the market.

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Evidence, Not Opinions

Every enhancement is tied to observable LLM retrieval behavior and measured outcomes. We track citations and mentions, confirm lift, then scale what works so gains compound quarter over quarter.

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End-to-End Integration

We don’t ship one-off “fixes.” We build and maintain a full AI visibility system: entity foundations, schema + knowledge graph alignment, answer-first content architecture, and ongoing monitoring so your presence stays accurate and consistent as models update.

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Direct, Technical, Accountable

No handoffs. No black box. You get direct access, crisp updates, and engineering-grade work that’s documented and maintainable, so visibility gains keep building over time.

Be the company AI recommends

Your customers are asking LLMs who to choose. Learn how to be the answer they get back.

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MKO Architecture™ FAQ

  • Content Arc™ is a Growth Marshal framework for structuring on-page content architecture for maximum AI retrieval. It applies the MKO methodology to engineer pages that LLMs can parse, quote, and cite.

  • MKO (Modular Knowledge Object) Architecture is a page-level methodology that structures content for AI citation. It combines answer-first headers, modular body sections, visual evidence layers, and action footers into a unified format optimized for LLM retrieval.

  • MKO Architecture consists of four layers: the Answer-First Header (zero-scroll definitions and trust signals), the Modular Body (self-contained sections with question-shaped headings), the Visual Evidence Layer (semantic diagrams and schema blocks), and the Action Footer (journey blocks and citation footers).

  • Traditional SEO optimizes for keyword ranking and click-through. Content Arc™ optimizes for retrieval and citation—structuring pages so LLMs can extract, quote, and attribute your content directly in AI-generated answers.

  • Entity API™ makes your business machine-readable through structured data on your own site. Authority Graph™ makes your business verifiable through external knowledge graphs. Content Arc™ makes your pages citable by structuring on-page content for AI retrieval. Together, they form a complete AI search optimization stack.

  • Clients implementing Content Arc™ report increased inclusion in AI-generated answers, higher citation rates, and improved visibility across ChatGPT, Claude, Gemini, and Perplexity. The Better Scalp Company reached #3 in AI brand mentions within 5 months using this framework.

  • Both. MKO Architecture can be applied to optimize existing pages for retrieval or used to build new pages from scratch. The methodology works regardless of whether you're restructuring what you have or creating net-new content.

  • Content Arc™ is a proprietary framework developed by Growth Marshal, an AI Search Optimization agency that helps businesses get cited by large language models.