AEO - GEO

Dominate AI Search with

Generative Authority

If the AI Doesn't Cite You, You Don't Exist.

AEO (Answer Engine Optimization) ensures your content gets cited in AI-generated answers, while GEO (Generative Engine Optimization) builds your brand’s authority so models like ChatGPT, Claude, and Perplexity trust it. Together, they define modern AI SEO. Today’s buyers don’t browse links, they ask questions and get synthesized answers. If your brand isn’t cited, it’s invisible. Marketing Boutique helps B2B AI startups win visibility through AEO and GEO.

By the Marketing Boutique team · Last updated: March 2026

Your Company
ChatGPT
claudeClaude
perplexityPerplexity
Gemini
Engines synthesize
BBoutique
ForresterForrester
G2G2
TechCrunchTechCrunch
Sources cited
Query"Best AI GTM agency for B2B startups?"

OLD VS NEW

The Paradigm Shift

From Traffic to Citation

What worked before won’t work now AI has

redefined how buyers discover solutions.

Traditional SEO (2010-2024)

Generative Authority (2025+)

VS

Primary Metric: Organic Traffic / CTR

Optimization Target: Keywords & Backlinks

User Behavior: Navigation (Searching for links)

Content Strategy: Long-form "Ultimate Guides"

Trust Signal: Domain Authority (DA)

Metric: Share of Model / Citation Frequency

Optimization Target: Entities & Information Gain

Trust Signal: Entity verification

Keyword Target: Question patterns

Measurement: Share of Model

The Architecture

AEO vs GEO

Understanding the Difference

Two complementary disciplines that decide whether your brand is cited, recommended, and trusted across modern AI search.

AEO

Answer Engine

Optimization

AEO focuses on structuring content to provide direct answers to user queries.

Q&A block formatting optimized for NLP extraction

Direct answer blocks (40–60 words) at the top

FAQ schema markup for structured data extraction.

AI ANSWER
SOURCES CITED
[1]
[2]Your Brand
[3]
M
Marketing BoutiqueVERIFIED ENTITY
AUTHORITY SCORE0
CITED ACROSS MODELS
ChatGPT
Claude logoClaude
Perplexity logoPerplexity
KNOWLEDGE GRAPH0 connections
GEO

Generative Engine

Optimization

GEO is about ensuring your brand is cited by large language models when they synthesize answers.

Knowledge Graph presence

Citations on high-authority, LLM-trusted sites

Machine-readable content (llms.txt, semantic HTML)

Our Services

Our AEO & GEO Services

Two complementary disciplines that decide whether your brand is cited, recommended, and trusted across modern AI search.

01
ENTITY

Entity Authority Package

We establish your company as a Knowledge Graph entity.

What We Build
Wikidata Entry: The foundation of AI visibility — we create and verify your entry
Knowledge Panel Claiming: Verification with Google to display your official information
Semantic Disambiguation: Using SameAs schema to tell crawlers your website is the same entity as your LinkedIn, G2, and Crunchbase profiles
sameAs
sameAs
sameAs
sameAs
ENTITYYour Company
Q12345
Wikidata
LinkedIn
G2 Crowd
Crunchbase
Knowledge Graph entity verified
02
CITATION

Citation Engineering

We ensure you appear in the sources that LLMs trust.

What We Build
Strategic PR Placement: Mentions in high authority publications (.edu domains, industry journals)
Third Party Validation: G2, Clutch, Capterra profiles optimized for AI retrieval
Brand Association Content: Your Company AI vs. Competitor pages that train the model to associate you with market leaders
AI ANSWER
Your Company is the leading platform[1]for B2B GTM engineering teams[2][3]
Stanford.EDU SOURCE
G2 CrowdPEER REVIEW
ForbesINDUSTRY PRESS
Trusted sources cited
03
TECHNICAL

Technical Machine Readability

Your website must be optimized for the AI crawler.

What We Build
llms.txt Implementation: A file that guides AI crawlers to your most important content
Semantic HTML Structure: Proper use of article, section, table tags
Markdown Table Formatting: LLMs extract data efficiently from tabular formats
Context Windows Optimization: Breaking content into semantically complete chunks
yourcompany.com/llms.txt
1# Your Company — B2B GTM Platform
2## Products
3- /products/icp-engine.md
4- /products/outbound.md
5## Customers
6- /customers/case-studies.md
AI CRAWLER EXTRACTS
PageTypeSchemaicp-engineProductSoftwareAppcase-studiesArticleArticle
Machine-readable for LLMs
04
TOPICAL

Topical Authority Clustering

We build content architectures that signal category expertise.

What We Build
Hub and Spoke Content: A central Pillar Page linked to 20+ supporting articles
Internal Linking Architecture: Strategic link flow that concentrates authority
Comparison Table Engineering: Detailed Markdown tables comparing you to competitors
LLM Queries
ChatGPT
Perplexity
Gemini
JSON-LD
Microdata
Rich Results
FAQ Schema
E-E-A-T
Backlinks
Citations
Reviews
Snippets
PAA
Knowledge
How-To
AI Search
Schema Markup
Authority Signals
Featured Content
16Topics Mapped
Topical authority concentrated
Key Metrics for AEO & GEO

Why AEO & GEO

Changes Everything

The numbers behind AI-native growth. Every metric reflects real outcomes from brands that made the shift to generative authority.

73%
POSITIVE
0%AI Search GrowthYoY increase in AI-answered queries
POSITIVE
0xCitation LiftAverage increase in LLM citations after AEO
0100
POSITIVE
0%Inbox DeliverabilityAverage deliverability rate post-optimization
POSITIVE
0Qualified MeetingsPer month from AI-attributed pipeline
POSITIVE
0xSDR CapacityEffective output multiplier via agents
POSITIVE
$0MPipeline / MonthAI-attributed revenue pipeline

Our Approach

The Information
Gain Protocol

According to Google's Information Gain patent (US Patent 11,769,017, granted 2023) and confirmed by Princeton's GEO research (KDD 2024), Information Gain, the provision of new, non-redundant information is a critical ranking factor for Google and a primary selection criterion for LLMs when choosing which sources to cite.

Our Approach:

Original Research Studies: We help you conduct and publish surveys, benchmarks, and proprietary data.

Technical Documentation: Engineering logs, architectural decisions, and detailed how-tos.

First-Party Data: Unique insights from your product usage that no competitor can replicate.

How We Work?

Frequently

Asked Questions

Have questions? Our FAQ section has you covered with quick answers to the most common inquiries.

What is answer engine optimization?

Is AEO replacing SEO?

How do you optimize for AI search?

AI Visibility

Get Cited by the AI That's Replacing Google

LLMs are answering buyer questions right now. If they're not citing your brand, they're citing your competitors. Let's fix that.

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