Stephub Labs
HomeThe ArsenalAI Search Optimisation
Generative Engine Optimisation (GEO)

Command Discoverability Inside LLMs, ChatGPT, and Perplexity.

Search has evolved beyond ten blue links. I structure your digital entities, authority signals, and knowledge graphs so AI answer engines cite your brand as the definitive authority in your space.

LLM Citation EngineeringKnowledge Graph ArchitecturePerplexity & SearchGPT ReadySchema Graph Validation
●●
14-Day Rapid DeploymentZero Fluff Guarantee
THE CHALLENGE

Critical Flaws That Break Your Pipeline.

Without an engineered system in place, these common failure modes bleed qualified enterprise leads to competitors.

Invisible to Conversational AI Engines

Buyers increasingly ask ChatGPT, Claude, and Perplexity for vendor recommendations. If your brand lacks structured entity signals, AI will recommend your competitors by default.

Loss of 40%+ top-of-funnel discovery traffic

Shallow Content Ignored by Neural Crawlers

AI engines prioritize verifiable factual consensus and structured semantic markup over keyword stuffing. Fluffy blog posts fail to enter the training or retrieval-augmented generation (RAG) context.

Zero citations in high-intent buyer answers

Fragmented Brand Entity Across the Web

Discrepancies in Wikidata, digital PR mentions, and knowledge panels confuse LLM embeddings, causing hallucinations or omission of your core service offering.

Diluted digital authority and brand erosion
THE ENGINEERING BLUEPRINT

How I Architect The System.

A four-phase clinical methodology I execute with rigorous standards, tangible deliverables, and full transparency.

Phase 01Production Protocol

Knowledge Graph & Entity Structuring

I map your brand, founders, and proprietary frameworks into nested JSON-LD schema, establishing crystal-clear semantic relationships for LLM vector spaces.

Key Deliverables:
Custom Organization & Person schema architecture
Wikidata & knowledge panel entity alignment
Topical vector clustering map
Brand semantic consistency audit
Phase 02Production Protocol

Retrieval-Augmented (RAG) Content Architecture

I engineer authoritative reference content structured for rapid semantic extraction by AI crawlers such as GPTBot, ClaudeBot, and PerplexityBot.

Key Deliverables:
Information gain content blueprints
Direct-answer citation blocks
Proprietary statistics & benchmark publications
Entity-first technical documentation
Phase 03Production Protocol

High-Authority Digital Citation Ecosystem

LLMs rely on multi-source cross-verification. I secure high-trust third-party mentions and citations in authoritative industry indices.

Key Deliverables:
Tier-1 digital PR mentions
Co-citation engineering with market leaders
Industry corpus seeding
Niche reference directory inclusion
Phase 04Production Protocol

AI Visibility Attribution & Tracking

I track daily prompt mentions, answer share of voice, and sentiment across ChatGPT Search, Perplexity, Google AI Overviews, and Copilot.

Key Deliverables:
Answer Engine Share-of-Voice dashboard
Prompt query sentiment analysis
Competitor citation gap monitoring
Monthly LLM visibility reports
PROVEN RESULTS

Quantitative Impact Benchmarks.

Real metrics achieved through systematic execution and clinical precision.

4.8x
increase in AI answer engine citations
across ChatGPT & Perplexity within 90 days
62%
share of voice in AI search answers
for primary commercial buyer queries
100%
valid nested entity schema coverage
zero Google & LLM validation warnings
TECHNOLOGY & TOOLING PROTOCOL

Enterprise Tooling Stack

I integrate battle-tested industry platforms into every deployment.

Schema.org / JSON-LDPerplexity Pro APIOpenAI SearchGPTGoogle Search ConsoleEntity ExplorerCustom RAG Evaluators
CLARITY & PROTOCOLS

Common Questions Answered.

Traditional SEO optimizes for keyword rank positions in standard search results. AI Search Optimisation (Generative Engine Optimization) optimizes for entity salience, structured factual citations, and inclusion in synthesis answers generated by LLMs like ChatGPT, Perplexity, and Google AI Overviews.
Ready to Architect Pipeline?

Let's Build Your
AI Search Optimisation Engine.

Stop guessing. Calculate your exact growth projection using my interactive ROI calculator or book a direct strategy teardown with me.