EXECUTIVE BRIEFING

Generative Engine Optimization (GEO)

How to establish verified brand recommendation and source citation across ChatGPT Search, Perplexity AI, Google Gemini, and Claude.

                Presented by: [Your Agency Name] • For: [Client Leadership Team]
            

MARKET REALITY

Search Has Shifted From Links to Direct Answers

Over 40% of traditional keyword search clicks are being replaced by conversational AI engines. Buyers no longer scroll through 10 blue links—they ask AI for direct recommendations.

Traditional Search (Google)

Users click sponsored ads and browse multiple competitor websites manually.

AI Search (ChatGPT / Perplexity)

AI synthesizes a single definitive answer and quotes 1–3 verified source citations.

CURRENT VULNERABILITY

Why Most Websites Are Invisible to AI

When an AI model crawls the web during a live search query, legacy websites fail in three silent ways:

1. Bot Ingress Block

Server firewalls accidentally block GPTBot, ClaudeBot, or PerplexityBot.

2. Token Bloat

Without an /llms.txt manifest, models choke on heavy HTML and JavaScript code.

3. Unverified Entity

Without Schema.org graphs, AI models hallucinate outdated pricing or recommend competitors.

TECHNICAL METHODOLOGY

The Three Pillars of Machine Readability

Pillar 1: Ingress

Whitelist 11 frontier AI crawler user-agents in robots.txt and configure edge CDN rules.

Pillar 2: Context

Deploy root-level /llms.txt and /llms-full.txt markdown documentation manifests.

Pillar 3: Entity Authority

Inject validated Schema.org JSON-LD graphs linking your brand directly to Wikidata and LinkedIn.

IMPLEMENTATION ROADMAP

30-Day Technical Remediation Plan

Week 1: Ingress & Manifests

• Whitelist 11 AI crawlers
• Deploy root /llms.txt
• Deploy Organization Schema

Weeks 2–3: Content Synthesis

• Add BLUF answer capsules
• Convert comparison tables
• Implement Author E-E-A-T

Week 4: Verification

• Run 25-prompt test harness
• Verify citation link share
• Deliver final executive scorecard

COMMERCIAL PROPOSAL

Recommended Engagement Scope

Phase 1: GEO Audit & Technical Overhaul

$2,500 GBP

Complete 50-point audit, robots.txt whitelisting, /llms.txt manifest deployment, and Schema.org knowledge graph injection.

Phase 2: Monthly Citation Retainer

$1,500 GBP / mo

Monthly AI search prompt benchmarking, competitor citation tracking, new content /llms.txt updates, and entity maintenance.