Navigating LLMs & GEO
Translating Keywords to Conversations
Keywords to Conversation
User behavior shifts from short-hand queries to
more conversational objectives
LLM Adoption is Rapidly Growing
Cross-Platform Share of Search1
Using a select group of traditional,
social & LLM tools on desktop + mobile
web
Gen AI Growth Estimates
Gen AI
Platform
Subscriber
s (q2 25’)
Est. Quarterly
User Growth
ChatGPT 700MM 14% ▲
Copilot 1MM 8% ▲
Google
Gemini
n/a 6% ▲
Perplexity 15MM 10% ▲
Claude AI n/a 14% ▲
GenAI is transforming the
search landscape,
redefining how users find
and interact with
information.
Google Still Leads, But AI
Search is Growing.
ChatGPT, Gemini, and
Perplexity are capturing
search share, signaling a
shift in search behavior
Highlights
Duration: 2/10/2025 till 2/16/2025, source: SEMrush Duration: Oct’24 Source: FirstPageSage
Source: Multiple Sources; June 2025
85%
5%
6%
​
Google
​
2%
​
Bing
​
ChatGPT
​
YouTube
​
3%
​
Perplexity +
smaller LLMs
How AIO’s are Impacting Industries
LLM Experience
(ChatGPT)
“Google Search + AI Overview”
Brand
Mentions
URL
Citations
AIO Presence across Industries
Iquanti’s LLM Modeling; 7.5 Million Variables Analyzed
User Journeys
Analyzed
Consumer: BFSI
Industry
Multiple journeys
mapped and
considered
Data
Collection
30K+ Search
Queries mapped
to identify user
intent across
journey
Brand Popularity
• Domain level Traffic
• Mentions in top
Financial & News
media sites
• Social
Engagement(YouTub
e, Reddit, TikTok
mentions)
Topical Relevance
• Page Structure
• Content types
• Relevancy, etc.
Experience and tech
• Core Web Vitals (LCP,
INP, CLS, etc.,
Top 30 Banks Ranking
Pages in SERP:
250K+ URLs analyzed
Data across
Gen AI Engines
ChatGPT: 100% of queries
(160K+ Citation URLs)
Perplexity: 100% of queries
(72K+ Citation URLs)
Google AIO: 30-35% of
queries
(16K+ Citation URLs)
Source: iQuanti
Statistical
Modelling
Developed
machine
learning models
to analyze the
impact of
various factors
on different
LLM search
engines.
30+ Metrics
analyzed
Key Learnings from Our Modeling
Source: iQuanti
Traffic & Popularity at
Domain Level
More citations are
earned by pages from
domains with high traffic
and strong INP/ LCP
scores
4X
Headline Relevance +
Quick Takeaways
More citations & brand
mentions are earned by articles
that have all the primary SEO
attributes and baseline
foundations performing well.
60-70%
Structured Content
Elements
More citations are
earned by tables, while
ordered lists have no
significant impact
+32%
High Traffic Websites Account for the Majority of Citations in Finance
Checking and savings account:
Domains with traffic ranging from 1M to
20M account for 52% of total citations
Credit cards:
Domains with traffic ranging from 1M to
20M account for 50% of total citations
52% 50%
Citations and Brand Mentions go Hand in Hand
Brand website is being cited
83.6%
62.1%
3.2%
​
Brand URL being
cited multiple times,
higher brand mentions
​
Brand URL being
cited once
​
and brand mentions
​
Brand URL
not cited but
​
still mentioned
Chance of your brand being mentioned in the LLM
response
Brand mentioned in 3rd
party citations
39.9%
31.2%
2.3%
​
Brand is mentioned
​
in multiple
​
3rd
party citations
​
Brand is mentioned
​
in one 3rd
party citation
​
Brand not
​
mentioned in
​
any 3rd
party
Chance of your brand being mentioned in the LLM
response
Platform Frameworks
Content matches
query/prompts
Matching content
is trusted
Domain is authoritative
and popular
URL is indexed/ranked
Backlinks for non-branded
queries
3rd party brand
mentions/citations
Engagement metrics
Influencing publications/sites
Discoverability
Validation
All platforms work similar at a macro level; which include discovering your content and having that content validated as a
trusted source.
Basic Ideology of How LLMs Work
Requests are going through a discoverability
phase than a validation phase
• Is your content relevant to the prompt?
• Is your page for that content ranking in a top
ranking position?
• Is your domain a leader in it’s category?
Discoverability
• Is your brand mentioned on influencing
publications?
• Do you have positive sentiment?
• Are you in the right conversations?
Validation
70% of LLM Answers Come From the First 20 SERP Ranks
Human Focus
On Google
LLM Focus On
Google
LLM Relationships to SEO
TO LLMS
Keywords Prompts
Search Demand Conversation Volume
Rank Position Brand Mentions
Ranking URL URL Citations
Reviews Sentiment
FROM GOOGLE
Quick Poll
A. Improving content, page structures & schema
B. Boosting domain authority & citations
C. Scaling GenAI pages for readiness
D. Not sure, need consult
Which area is your top priority for improving AI visibility
Criteria for LLM Answer Elements
High Traffic Domain (Top 50 within category)
Strong Title & Headline Relevance
High Body Copy Relevance to the prompt(s)
High Organic Ranks (Top 30 ranks)
Use of Structured Content & Tables
Fast interactivity and loading (INP & LCP)
Discoverability
Brand mentions across aggregators
Brand mentions across social sites
Positive sentiment
Brand mentions across media sites
Validation
Content freshness
Pages in Market Ready for AIO Optimization
AI Overview
Featured
Snippet
People Also
Ask
Rank 1
2nd fold of
Google result
page
3rd fold of
Google result
page
Citations
(clickable links)
188
Capture
d
27
17
Pages
43
Pages
AIOs Available
Pages in Market Ready for PAA Optimization
Querry: Buy bond
PAA Question: How do I buy bonds in
Singapore?
Page intent matches PAA question
Page winning PAA
656
Captured
31
19
Pages
PAA Available
79
Pages
Querry: etfs
PAA Question: What is ETF Singapore?
Page intent and content blocks do
NOT match PAA question
Page NOT winning PAA
Optimize Content for Multiple Platforms
Optimize for Google
Drives blended CPA down
Search Intent
Optimize for AIO
Drives impression share & brand
Optimize for PAA
Drives impression share & organic traffic
Optimize for LLM
Drives higher CVR
Answer Result Validation Example
Answer from LLM Brand Mentions on 3rd Party Sites
Mentions of
Vanguard
and Fidelity
on the third-
party
website
MarketWatch
Third party URL: https://www.marketwatch.com/tools/top-25-mutual-funds
Answer Result Validation Example
Answer from LLM Brand Mentions on 3rd Party Sites
Vanguard
ETFs
mentioned
on Bankrate
Third party URL: https://www.marketwatch.com/tools/top-25-mutual-funds
AIO’s & PAA Have Significant Visibility Opportunities
Google SERP
Features
Listings
Positions
Available
Your
Visibility
AI
Overviews
266 86 82 23 11 4%
People Also
Ask
784 127 87 3 5 1%
Videos 3 - - - - 0%
Discussion
and
Forum
279 - 3 - - 0%
Featured
Snippet
25 - - - - 0%
832 core queries for Credit cards with 42.8M (ASV) considered.
Track Visibility across LLM’s
832 core queries for Credit cards with 42.8M (ASV) considered.
89
140
38
11
ChatGPT
(Total UC ~
11.8K)
Perplexity AI
(Total UC ~
6.2K)
529
262
331
149
657
527
104
303
ChatGPT
(Total BM ~
3.8K)
Perplexity AI
(Total BM ~ 4.9K)
712
699
199
334
• BM = Brand Mentions: Instances of a brand’s name explicitly referenced within AI-generated content. UC = URL Citations: Direct links to a domain included as sources in AI-generated results
Future State; Agentic Search
Decisions/Feedback
Human
Virtual Agent
Task
Objective
Agents communicating with agents to complete tasks and objectives
• Optimize for the human
• Optimize for the platform
• Optimize for the machine
Thank You
Click for Past Webinars
Wayne.C@iquanti.com
https://www.linkedin.com/in/waynecichanski/
@waynecichanski
@digitalmarketcoach
AI Search Demystified: Future‑Proof Your Brand For AI‑Driven Queries

AI Search Demystified: Future‑Proof Your Brand For AI‑Driven Queries

  • 1.
    Navigating LLMs &GEO Translating Keywords to Conversations
  • 2.
    Keywords to Conversation Userbehavior shifts from short-hand queries to more conversational objectives
  • 4.
    LLM Adoption isRapidly Growing Cross-Platform Share of Search1 Using a select group of traditional, social & LLM tools on desktop + mobile web Gen AI Growth Estimates Gen AI Platform Subscriber s (q2 25’) Est. Quarterly User Growth ChatGPT 700MM 14% ▲ Copilot 1MM 8% ▲ Google Gemini n/a 6% ▲ Perplexity 15MM 10% ▲ Claude AI n/a 14% ▲ GenAI is transforming the search landscape, redefining how users find and interact with information. Google Still Leads, But AI Search is Growing. ChatGPT, Gemini, and Perplexity are capturing search share, signaling a shift in search behavior Highlights Duration: 2/10/2025 till 2/16/2025, source: SEMrush Duration: Oct’24 Source: FirstPageSage Source: Multiple Sources; June 2025 85% 5% 6% ​ Google ​ 2% ​ Bing ​ ChatGPT ​ YouTube ​ 3% ​ Perplexity + smaller LLMs
  • 5.
    How AIO’s areImpacting Industries LLM Experience (ChatGPT) “Google Search + AI Overview” Brand Mentions URL Citations AIO Presence across Industries
  • 6.
    Iquanti’s LLM Modeling;7.5 Million Variables Analyzed User Journeys Analyzed Consumer: BFSI Industry Multiple journeys mapped and considered Data Collection 30K+ Search Queries mapped to identify user intent across journey Brand Popularity • Domain level Traffic • Mentions in top Financial & News media sites • Social Engagement(YouTub e, Reddit, TikTok mentions) Topical Relevance • Page Structure • Content types • Relevancy, etc. Experience and tech • Core Web Vitals (LCP, INP, CLS, etc., Top 30 Banks Ranking Pages in SERP: 250K+ URLs analyzed Data across Gen AI Engines ChatGPT: 100% of queries (160K+ Citation URLs) Perplexity: 100% of queries (72K+ Citation URLs) Google AIO: 30-35% of queries (16K+ Citation URLs) Source: iQuanti Statistical Modelling Developed machine learning models to analyze the impact of various factors on different LLM search engines. 30+ Metrics analyzed
  • 7.
    Key Learnings fromOur Modeling Source: iQuanti Traffic & Popularity at Domain Level More citations are earned by pages from domains with high traffic and strong INP/ LCP scores 4X Headline Relevance + Quick Takeaways More citations & brand mentions are earned by articles that have all the primary SEO attributes and baseline foundations performing well. 60-70% Structured Content Elements More citations are earned by tables, while ordered lists have no significant impact +32%
  • 8.
    High Traffic WebsitesAccount for the Majority of Citations in Finance Checking and savings account: Domains with traffic ranging from 1M to 20M account for 52% of total citations Credit cards: Domains with traffic ranging from 1M to 20M account for 50% of total citations 52% 50%
  • 9.
    Citations and BrandMentions go Hand in Hand Brand website is being cited 83.6% 62.1% 3.2% ​ Brand URL being cited multiple times, higher brand mentions ​ Brand URL being cited once ​ and brand mentions ​ Brand URL not cited but ​ still mentioned Chance of your brand being mentioned in the LLM response Brand mentioned in 3rd party citations 39.9% 31.2% 2.3% ​ Brand is mentioned ​ in multiple ​ 3rd party citations ​ Brand is mentioned ​ in one 3rd party citation ​ Brand not ​ mentioned in ​ any 3rd party Chance of your brand being mentioned in the LLM response
  • 10.
    Platform Frameworks Content matches query/prompts Matchingcontent is trusted Domain is authoritative and popular URL is indexed/ranked Backlinks for non-branded queries 3rd party brand mentions/citations Engagement metrics Influencing publications/sites Discoverability Validation All platforms work similar at a macro level; which include discovering your content and having that content validated as a trusted source.
  • 11.
    Basic Ideology ofHow LLMs Work Requests are going through a discoverability phase than a validation phase • Is your content relevant to the prompt? • Is your page for that content ranking in a top ranking position? • Is your domain a leader in it’s category? Discoverability • Is your brand mentioned on influencing publications? • Do you have positive sentiment? • Are you in the right conversations? Validation
  • 12.
    70% of LLMAnswers Come From the First 20 SERP Ranks Human Focus On Google LLM Focus On Google
  • 13.
    LLM Relationships toSEO TO LLMS Keywords Prompts Search Demand Conversation Volume Rank Position Brand Mentions Ranking URL URL Citations Reviews Sentiment FROM GOOGLE
  • 14.
    Quick Poll A. Improvingcontent, page structures & schema B. Boosting domain authority & citations C. Scaling GenAI pages for readiness D. Not sure, need consult Which area is your top priority for improving AI visibility
  • 15.
    Criteria for LLMAnswer Elements High Traffic Domain (Top 50 within category) Strong Title & Headline Relevance High Body Copy Relevance to the prompt(s) High Organic Ranks (Top 30 ranks) Use of Structured Content & Tables Fast interactivity and loading (INP & LCP) Discoverability Brand mentions across aggregators Brand mentions across social sites Positive sentiment Brand mentions across media sites Validation Content freshness
  • 16.
    Pages in MarketReady for AIO Optimization AI Overview Featured Snippet People Also Ask Rank 1 2nd fold of Google result page 3rd fold of Google result page Citations (clickable links) 188 Capture d 27 17 Pages 43 Pages AIOs Available
  • 17.
    Pages in MarketReady for PAA Optimization Querry: Buy bond PAA Question: How do I buy bonds in Singapore? Page intent matches PAA question Page winning PAA 656 Captured 31 19 Pages PAA Available 79 Pages Querry: etfs PAA Question: What is ETF Singapore? Page intent and content blocks do NOT match PAA question Page NOT winning PAA
  • 18.
    Optimize Content forMultiple Platforms Optimize for Google Drives blended CPA down Search Intent Optimize for AIO Drives impression share & brand Optimize for PAA Drives impression share & organic traffic Optimize for LLM Drives higher CVR
  • 19.
    Answer Result ValidationExample Answer from LLM Brand Mentions on 3rd Party Sites Mentions of Vanguard and Fidelity on the third- party website MarketWatch Third party URL: https://www.marketwatch.com/tools/top-25-mutual-funds
  • 20.
    Answer Result ValidationExample Answer from LLM Brand Mentions on 3rd Party Sites Vanguard ETFs mentioned on Bankrate Third party URL: https://www.marketwatch.com/tools/top-25-mutual-funds
  • 21.
    AIO’s & PAAHave Significant Visibility Opportunities Google SERP Features Listings Positions Available Your Visibility AI Overviews 266 86 82 23 11 4% People Also Ask 784 127 87 3 5 1% Videos 3 - - - - 0% Discussion and Forum 279 - 3 - - 0% Featured Snippet 25 - - - - 0% 832 core queries for Credit cards with 42.8M (ASV) considered.
  • 22.
    Track Visibility acrossLLM’s 832 core queries for Credit cards with 42.8M (ASV) considered. 89 140 38 11 ChatGPT (Total UC ~ 11.8K) Perplexity AI (Total UC ~ 6.2K) 529 262 331 149 657 527 104 303 ChatGPT (Total BM ~ 3.8K) Perplexity AI (Total BM ~ 4.9K) 712 699 199 334 • BM = Brand Mentions: Instances of a brand’s name explicitly referenced within AI-generated content. UC = URL Citations: Direct links to a domain included as sources in AI-generated results
  • 23.
    Future State; AgenticSearch Decisions/Feedback Human Virtual Agent Task Objective Agents communicating with agents to complete tasks and objectives • Optimize for the human • Optimize for the platform • Optimize for the machine
  • 24.
    Thank You Click forPast Webinars Wayne.C@iquanti.com https://www.linkedin.com/in/waynecichanski/ @waynecichanski @digitalmarketcoach