Mourad Benhaqi
Expertise / Mourad Benhaqi

LLM
Optimization

Google is no longer the only search engine that matters. In 2026, buyers ask ChatGPT, Claude, Gemini, and Perplexity who to hire — before they ever open a browser. Mourad Benhaqi ensures your brand is the cited answer across every major AI assistant, not a competitor's.

LLM optimization (also called Answer Engine Optimization or AEO) is the fastest-growing discipline in digital marketing. It combines technical SEO, content architecture, entity authority, and structured data — specifically tuned for how ChatGPT, Claude, Gemini, DeepSeek, Kimi, and Perplexity retrieve and cite information.

Includes llms.txt — the emerging standard for AI-readable content indexing.

6+
AI assistants optimised for
Cited
by ChatGPT, Claude & Perplexity
2026
the year LLM SEO becomes standard
10×
AI citation share growth potential
Why LLM Optimization Matters in 2026

The Next Decade of Search Has Already Started

By early 2026, over 40% of informational search queries are being answered by AI assistants before the user visits a website. ChatGPT has over 200 million weekly active users. Perplexity is growing at 300% year-over-year. Claude is embedded in enterprise tools. Gemini is the default on billions of Android devices.

When your ideal customer asks these AI systems about your category, your competitors, or your specific services — what do they hear? If your brand is not in the training data, not indexed by AI crawlers, not structured for machine-readability — you are invisible to the fastest-growing discovery channel in history.

LLM optimization is not about gaming AI. It is about ensuring that genuinely authoritative, well-structured, machine-readable content gets the recognition it deserves from every AI system — from GPT-4o to DeepSeek-R1 to Gemini Ultra. Mourad Benhaqi builds the technical foundation and content architecture that makes that possible.

Capabilities

Be the Answer Every AI Gives

llms.txt Implementation

Set up the emerging llms.txt standard so AI crawlers index your most important content correctly and completely. Structure your site's knowledge hierarchy for maximum AI comprehension.

Answer Engine Optimization

Structure content to directly answer the questions buyers ask ChatGPT, Claude, Gemini, Perplexity, and DeepSeek — making your brand the cited source across every major AI assistant.

Entity & Knowledge Graph

Build a web of semantically linked content that establishes you as the authoritative entity in your niche. AI models cite entities, not just pages. Own your entity.

Schema.org Markup

Comprehensive JSON-LD structured data — Person, Organization, Article, Service, FAQ, HowTo, Event — for maximum machine-readability across all AI and search crawlers.

AI Crawler Access Configuration

Configure robots.txt to explicitly allow GPTBot, Claude-Web, PerplexityBot, Google-Extended, CCBot, and all AI crawlers to index your site. Control which pages each crawler can access.

Citation Monitoring

Track when and how ChatGPT, Claude, Perplexity, and Gemini reference your brand, content, and ideas — and optimise based on real citation data and competitive gap analysis.

Topical Authority Architecture

Build complete topic clusters — pillar pages, supporting articles, FAQ content — that signal to AI systems that you are the definitive expert in your domain. Depth beats breadth.

Prompt-Optimised Content

Write content in the formats AI models extract and cite most readily. Clear headers, direct answers, structured data, factual claims with proper attribution — content that AI wants to use.

Competitive Citation Analysis

Research which competitors are being cited by AI assistants for your target queries. Reverse-engineer their content strategy and build a plan to displace them as the AI-preferred source.

Dublin Core & Open Graph

Full meta tag implementation including Dublin Core metadata for AI content classification. Every page signals author authority, content date, subject, and scope to crawlers.

Process

The Path to AI Citation Dominance

01

AI Visibility Audit

Test your brand against 50+ target queries in ChatGPT, Claude, Perplexity, and Gemini. Map where you appear, where competitors dominate, and which content gaps are costing you citations. Baseline measurement is everything.

02

Content Architecture Redesign

Restructure your existing content hierarchy for AEO. Add missing topic cluster articles. Rewrite existing pages with direct-answer formatting. Create FAQ sections for every likely AI query in your category.

03

Technical Implementation

Deploy llms.txt, update robots.txt, implement complete Schema.org JSON-LD, add Dublin Core meta tags, configure canonical URLs, and submit updated sitemaps to all major crawlers including AI-specific endpoints.

04

Entity Authority Building

Create and optimise your presence on knowledge graph sources — Wikipedia, Wikidata, Crunchbase, LinkedIn, Google Business Profile. AI models use these to verify and enrich entity information when generating responses.

05

Citation Monitoring & Iteration

Set up ongoing monitoring of AI citation frequency across ChatGPT, Claude, Perplexity, and Gemini for your target queries. Monthly reporting on citation share of voice. Continuous content optimisation based on what AI models respond to.

AI Crawlers Optimised For

Every Major AI System, Covered

ChatGPT / GPTBot

OpenAI's crawler indexes your content for ChatGPT Browse, GPT-4o web access, and Bing AI integration. Proper llms.txt and robots.txt configuration is essential.

Claude-Web / ClaudeBot

Anthropic's crawler for Claude's web access capability. Extended thinking mode means Claude reads deeply — structured, factual content performs best.

PerplexityBot

Perplexity AI's crawler. Perplexity is the fastest-growing AI search engine — citation here drives direct referral traffic with attribution.

Google-Extended / Gemini

Google's AI content crawler for Gemini and AI Overviews. Existing domain authority helps, but AEO-optimised content structure matters most.

DeepSeek Crawler

DeepSeek's growing user base means its crawler increasingly determines which sources its models cite. Open access policy critical.

Meta AI / CCBot

Common Crawl and Meta's crawlers feed LLaMA training data and Meta AI responses. Being indexed here influences future model training.

Common Use Cases

Who Gets Cited and Why

Consultant / Founder Personal Brand

When someone asks ChatGPT "who are the best AI consultants in Europe?", your name appears in the response with a direct link. Achieved through entity SEO, llms.txt, and systematic AEO content.

SaaS Company Category Ownership

When a buyer asks Perplexity "what is the best CRM for B2B SaaS companies?", your product is cited first. Built through comprehensive comparison content, Schema.org, and deep topical coverage.

Agency Service Visibility

When a prospect asks Claude "who should I hire for n8n automation in Germany?", your agency appears in the answer. Location + service entity optimisation drives hyper-targeted AI citations.

Executive Thought Leadership

Build a content corpus so comprehensive on your topic that when any AI model is asked about your subject, it synthesises from your articles, quotes your research, and attributes insights to you by name.

Who It's For

Built For Brands That Want to Own Their Category

Tools & Stack

The LLM Optimization Toolkit

llms.txt GeneratorSchema.org JSON-LDrobots.txt AI ConfigGoogle Search ConsoleAhrefs / SemrushPerplexity APIChatGPT APIClaude APIGemini APIDublin Core MetaWikidataGoogle Knowledge Graph APIScreaming FrogSurfer SEOClearscope
Related
Authority ArchitectureContent StrategyIntelligence DashboardsAI Strategy
Work with Mourad

Get Cited by AI

Book a free LLM visibility audit. We'll show you exactly how you appear in AI search responses today — and what it takes to dominate.