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Discipline 02 of 06 Generative Engine Optimization (GEO / AEO)

AI Visibility & Answer Engine Optimization

“Getting cited as the definitive, named source when buyers ask ChatGPT, Gemini, Perplexity, and AI Overviews who to hire.”

Where It Breaks (The Bottleneck)

ChatGPT recommends your competitor when someone prompts for providers in your market.

Over 800M people a week now prompt AI engines instead of typing into search bars. If LLMs cannot extract verified entity claims from your site, they recommend your competitors by name instead.

The Engineering Fix (Our Architecture)

Entity Knowledge Graph schemas, structured answer blocks, and citation source placement.

We engineer deep Schema.org entity relationships linking founder profiles, business credentials, and service definitions so AI models quote your business as the authoritative recommendation.

Sprint Specifications 02 AI Visibility
Sprint Timeline 5-Day Audit & Sprint
Tracking Volume 20 High-Intent Prompts
Target Models ChatGPT · Gemini · Perplexity
Core Deliverable Verified Citation Graphs
Entity Knowledge Graph JSON-LD SameAs Structured Answer Blocks Perplexity Pro Search ChatGPT Search Google AI Overviews
02.1

Production Scope

Granular Deliverables Breakdown

Schema.org Entity Knowledge Graph Diagram

Schema.org Knowledge Graph & Entity Architecture

We map your brand, founder profile, and service catalog into linked JSON-LD entity nodes so OpenAI, Googlebot, and Anthropic parse your domain as the authoritative named source.

20 Prompts Tracked · Eliminates LLM Hallucination Gaps
Prompt Audit

#0120-Prompt AI Share of Voice Audit

Comprehensive test of the 20 most critical commercial queries your buyers ask ChatGPT, Claude, and Gemini to identify which competitors are currently cited.

Baseline Citation Scorecard Provided
Entity Graph

#02Entity Schema & Knowledge Graph Map

Unambiguous Schema.org entity relationships linking founder profiles, business credentials, service definitions, and Wikidata/SameAs node connections.

Eliminates LLM Hallucination Gaps
Content Architecture

#03Structured Answer Block Engineering

High-density Q&A blocks, pricing context explanations, and comparison data matrices formatted explicitly for AI parser tokenization and citation pull.

Engineered for Direct Quoting
Displacement

#04Competitor Citation Displacement Strategy

Reverse-engineering the exact third-party web sources AI engines cite when recommending competitors, with a concrete action roadmap to replace them.

Target Citation Source List
Authority Footprint

#05High-Authority Training Data Footprint

Publishing structured entity claims on authoritative external repositories and directories crawled continuously by OpenAI, Google, and Anthropic.

Feeds LLM Corpus Updates
Reporting

#06Monthly Prompt Citation Tracker

Monthly delta report verifying which tracked buyer prompts have begun quoting your brand, including source link proof and referral traffic metrics.

Prompts Named & Verified
02.2

Sprint Milestones

5-Day Rapid Implementation Cadence

PHASE 01 Day 1

Query Matrix & Citation Benchmark

Executing the 20-prompt audit across ChatGPT, Gemini, and Perplexity to establish current citation gaps.

Checkpoint: Baseline AI Citation Report
PHASE 02 Day 2

Entity Graph & Schema Engineering

Drafting Schema.org JSON-LD code connecting company entity attributes, credentials, and SameAs knowledge links.

Checkpoint: Schema validator passed
PHASE 03 Day 3

Answer Block Creation & Injection

Writing high-density Q&A modules and injecting them with machine-readable microdata into your core service pages.

Checkpoint: Content approved & live
PHASE 04 Day 4–5

Index Priming & Citation Verification

Force-recrawling via Googlebot/IndexNow and verifying initial quote extraction across live generative engines.

Checkpoint: Initial AI quotation verified

Transparent Citation Proof

You receive the raw prompt test logs and the monthly citation tracker. You see exactly what ChatGPT outputs before and after.

Scope AI Visibility Sprint →
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Start Scoping

Ready to turn AI searches into qualified client citations?

Book a 30-minute AI audit call. We'll run 5 live buyer prompts across ChatGPT, Gemini, and Perplexity to see where your brand stands right now.