Get Cited by ChatGPT,
Perplexity & Gemini —
Not Just Ranked on Google.
Generative Engine Optimization (GEO) is the discipline of structuring your content, entity signals, and technical setup so AI engines pick your brand when they generate an answer. It has a real academic backbone: the term was defined in a 2024 Princeton-led paper at ACM SIGKDD that showed targeted GEO tactics can lift a source's visibility in AI answers by up to 40%. We run engagements built directly on that evidence — not folklore.
500+ brands cited across every major AI engine
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Visibility lift in AI answers from GEO tactics (Princeton, KDD 2024)
Of Google searches now end without a single click (SparkToro)
Weekly active ChatGPT users globally
Typical time to first measurable citation lift (our client benchmark)
Sources: Aggarwal et al., "GEO: Generative Engine Optimization" (arXiv:2311.09735, KDD 2024); SparkToro zero-click research; OpenAI weekly-active reporting. Timeline figures reflect our own client engagements.
What Is Generative Engine
Optimization (GEO)?
Generative Engine Optimization is the practice of structuring your content, brand entity signals, and technical setup so generative AI engines cite, quote, or recommend your brand when a user asks a question in your category. The term was coined in a peer-reviewed paper by researchers from Princeton, Georgia Tech, IIT Delhi, and the Allen Institute for AI, published on arXiv in November 2023 and presented at ACM SIGKDD 2024. The paper introduced the GEO-bench benchmark of ~10,000 queries, tested nine optimisation tactics, and demonstrated that the right combination could lift a source's visibility in generative-engine responses by up to 40%.
The practical implication is simple: AI answer engines do not rank pages, they extract passages. A GEO engagement is the discipline of making your passages the ones AI engines choose to lift.
Academic Origin
Coined by Aggarwal et al. in the paper "GEO: Generative Engine Optimization" (arXiv:2311.09735) and presented at ACM SIGKDD 2024 in Barcelona — the first peer-reviewed study of the field.
Evidence-Based
The Princeton team tested nine tactics on around 10,000 queries. Adding named citations, adding statistics, and rewriting for fluency were the strongest levers. Keyword stuffing was the only tactic that reduced visibility.
Multi-Surface
GEO is not a single-engine game. Effective work spans ChatGPT, Perplexity, Google Gemini and AI Overviews, Microsoft Copilot, and Claude — each with a different source pool and weighting.
Three Disciplines,
One Integrated Strategy.
These terms get used interchangeably. They should not be. Each optimises for a different unit of success, and modern brands need all three running together. We cover the narrower answer-engine focus on our Answer Engine Optimization service page, and the ChatGPT-specific work on our ChatGPT SEO service page. The context on why Google itself formally acknowledged both terms is covered in our post on Google officially naming GEO and AEO in 2026.
Search Engine Optimization
Optimises for position among ranked links. Success = rank #1. Metrics = keywords, backlinks, domain authority, organic clicks.
Generative Engine Optimization
Optimises for visibility across all generative AI surfaces — being mentioned, quoted, referenced, or recommended anywhere an LLM generates an answer.
Answer Engine Optimization
The narrower slice of GEO focused specifically on becoming the extracted, cited answer inside AI-generated responses. Every AEO engagement is a GEO engagement.
| Dimension | Traditional SEO | GEO |
|---|---|---|
| Primary Goal | Rank in search results | Be cited inside AI-generated answers |
| Unit of Optimisation | Whole page | Passage (small text chunk) |
| Success Metric | Rankings, organic clicks | Citation share of voice, AI referrals |
| Highest-Impact Signal | Backlinks & keyword coverage | Fluency, named citations, statistics |
| Structured Data | Useful, optional | Foundational — FAQ, HowTo, Article, Organization |
| Query Coverage | Google / Bing | ChatGPT + Perplexity + Gemini + Copilot + Claude |
| Reporting Cadence | Monthly rank reports | Weekly citation tracking |
| Time to First Signal | 3–6 months | 45–60 days |
Cited Across Every Engine
Your Buyers Actually Use.
GEO is not "ChatGPT SEO." Each generative engine draws from a different source pool with different rules for what gets cited. A serious GEO engagement covers all five simultaneously.
ChatGPT
OpenAI's consumer product, plus SearchGPT for real-time web queries. Weights structured content, established publisher authority, and Bing-index signals for web queries. Our ChatGPT SEO service goes deeper on this engine specifically.
Full CoveragePerplexity
Citation-first by design — every answer shows numbered sources. Strong GEO here converts directly to referral traffic and click-throughs, not just brand impressions.
Full CoverageGoogle Gemini
Powers AI Overviews above traditional search results, plus the Gemini app. Weights the same E-E-A-T signals as core Google Search — strong SEO foundations translate directly.
Full CoverageMS Copilot
Embedded in Windows, Edge, Bing, Office, and Teams. Dominant in enterprise research and procurement workflows. Draws heavily on Bing index and Microsoft-partnered publisher sources.
Full CoverageClaude
Trusted by senior technical and executive audiences for research-heavy queries. Citations here signal credibility to high-value decision-makers.
Full CoverageWhat the Princeton Study
Actually Found.
Most GEO advice you read online is opinion. The Aggarwal et al. paper is different: it tested nine specific content tactics on a benchmark of ~10,000 queries and measured which ones actually moved the needle. Here is a summary of what the study reported — and what we build engagements around.
Add named external citations (author or institution + URL). Anchors your claims to a verifiable third party.
Rewrite passages for readability without changing the underlying claims. AI retrievers extract cleaner text from cleaner prose.
Insert relevant statistics with clear attribution. Numbers with named sources are highly extractable.
Include direct quotes from named experts or organisations, formatted so they can be lifted intact.
Distinctive phrasing that AI engines can attribute to your source specifically, rather than generic language.
Confident, definitive language backed by evidence — hedged, uncertain prose gets cited less.
Traditional keyword-density tactics ported from old-school SEO.
Figures are drawn from the Aggarwal et al. paper and its published breakdown of Position-Adjusted Word Count (PAWC) and Subjective Impression across nine tactics. Exact effect sizes vary by domain and query type; we recalibrate per engagement.
A Complete
GEO Engagement.
Every engagement combines the Princeton-evidenced content tactics with the technical, entity, and citation infrastructure required to make them stick.
GEO Visibility Audit
Baseline audit of your brand across 100+ real buyer queries on ChatGPT, Perplexity, Gemini, Copilot, and Claude — with competitor citation mapping and gap analysis.
Passage-Level Content Rewrites
Restructuring your highest-intent pages at the passage level using the Princeton tactics: named citations, statistics with attribution, fluency optimization, and unique wording.
Entity & Knowledge Graph
Optimising your presence in Google Knowledge Graph, Wikidata, and the entity databases LLMs rely on to identify who you are as a distinct business.
Structured Data
Deployment of FAQPage, HowTo, Article, Organization, Product, and Review schemas — the machine-readable layer that helps AI engines parse your content confidently.
AI-Focused Digital PR
Editorial placements on the publications, listicles, and industry sources AI engines consistently draw from — the third-party validation that turns a page into a citable source.
LLM Crawlability
Verifying that GPTBot, ClaudeBot, PerplexityBot, and Google-Extended can access, parse, and understand your critical pages — including robots.txt review and llms.txt setup.
Wikipedia & Wikidata
Ethical Wikipedia and Wikidata contribution where eligible — a high-authority entity source that heavily influences LLM factual grounding.
Weekly Citation Monitoring
Live tracking of your brand mention rate, position, and sentiment across every major AI engine for 100+ target queries.
Monthly Reporting
Executive reports tied to citation share of voice, query coverage, and AI referral traffic — no vanity keyword rankings.
From Invisible to Cited
in 90 Days.
A four-phase framework you can measure — no black-box promises, no vanity metrics.
Audit
We run 100+ real buyer prompts through ChatGPT, Perplexity, Gemini, Copilot, and Claude — documenting every citation, every competitor mention, and the exact reasons AI engines are quoting someone other than you.
Week 1Strategy
A prioritised roadmap built for your category and buyer journey — including passage-level content targets, schema deployment plan, entity fixes, and citation acquisition goals.
Week 2Execute
Content rewrites using the Princeton tactics, schema and entity work, AI-focused PR outreach, Wikipedia/Wikidata contributions — all in parallel for compounding citation velocity.
Month 1–3Monitor
Weekly citation tracking across every major engine, monthly reporting tied to referral outcomes, and continuous refresh cycles as engines re-index their preferred sources.
OngoingReal GEO KPIs.
No Vanity Metrics.
Measuring GEO is harder than measuring SEO because a large share of AI mentions never generate a click. That is why we track direct and indirect signals in parallel.
Citation Share of Voice
How often your brand is quoted in AI answers for your target queries versus competitors — the core outcome metric.
Query Coverage
The percentage of high-intent buyer questions in your category where you are cited at all — measures reach, not just frequency.
Sentiment & Position
Whether you are named first, praised, listed as an alternative, or mentioned only critically — position and framing matter as much as presence.
AI Referral Traffic
Clicks and conversions from ChatGPT, Perplexity, Gemini, Copilot, and Claude referrers in your analytics — the direct commercial outcome.
Branded Search Volume
A leading indicator of AI-driven brand awareness: users who saw your brand cited but did not click often search for you later on Google.
Direct Traffic Growth
Users who read an AI citation and then typed your URL directly — a hidden but measurable side effect of consistent AI citations.
Built for Any Brand
Whose Buyers Ask AI First.
If your buyers are asking ChatGPT or Perplexity a question before they visit any website, GEO is not optional — it is the visibility strategy. We run this playbook across 15+ industries, tailored to how buyers in each one actually search.
You research heavily before buying
Categories where buyers spend real time comparing options — SaaS, financial services, healthcare, legal, professional services, high-consideration e-commerce.
You already invest in SEO
Strong existing SEO makes GEO faster because AI engines heavily weight sources that already rank well in traditional search. GEO protects the traffic your SEO earned.
You compete on expertise
If your differentiator is depth, methodology, or category authority, GEO is how you turn that expertise into citations that compound.
You have measurable buyer questions
Categories where "best X for Y" or "top 5 X" queries drive real evaluation traffic — the query shapes AI engines answer most confidently.
You are watching organic traffic soften
If you are seeing traffic dip as AI Overviews expand, GEO is the proactive response — becoming the citation inside the Overview rather than the link below it.
You want brand-safe growth
Every GEO tactic we use has published evidence or transparent methodology. No black-hat prompt injection, no fake reviews, no schema spam.
Frequently Asked Questions
About Generative Engine Optimization
Related Reading &
Adjacent Services.
How to Get Cited by ChatGPT, Perplexity & Google AI
Our practical guide to the tactics from the Princeton study, applied to real content.
10 Strategies to Increase AI Search Visibility
A tactical playbook covering entity, schema, content, and citation work.
Google Officially Names GEO & AEO in 2026
Why the discipline just went mainstream, and what changed in Google's own guidance.
AEO — Answer Engine Optimization
The narrower service focused specifically on becoming the cited answer inside AI responses.
ChatGPT SEO
Deep-focus service for brands whose buyers use ChatGPT specifically.
Google AI Overviews Optimization
Get cited inside Google's AI Overviews above the traditional search results.
Every AI Query That Cites Someone Else
Is a Buyer You Are Losing.
Get a free GEO Visibility Audit. We will run your brand through 100+ real buyer queries across ChatGPT, Perplexity, Gemini, and Copilot — mapping exactly where you are cited, where you are missed, and where competitors are winning. Real data, delivered in 24 hours. Prefer to talk first? Contact us.
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