What Is Generative Engine Optimisation (GEO), and How Is It Different From SEO?

Key points

  • Generative engine optimisation (GEO) is the practice of making content more likely to be selected, quoted and cited by AI systems that write answers, such as ChatGPT, Perplexity, Gemini and Google’s AI Overviews.
  • The term comes from a 2023 research paper which found that adding citations, quotations and statistics could raise a source’s visibility in AI answers by up to 40%.
  • GEO builds on SEO rather than replacing it: pages still need to be crawlable and indexed. The difference is the goal, being cited inside an answer rather than ranked in a list.

Search engine optimisation (SEO) is about ranking a page in a list of results. Generative engine optimisation (GEO) is about getting a page used and cited when an AI system writes an answer. The two overlap heavily, but they reward slightly different things. This article is part of our AI search visibility guide.

Where the term comes from

The phrase was introduced in a paper titled “GEO: Generative Engine Optimization”, first published in November 2023 by researchers including Pranjal Aggarwal, Karthik Narasimhan and Ameet Deshpande (arXiv). The authors built a benchmark of queries across many subject areas, called GEO-bench, and tested how changes to a source’s text affected how prominently a generative engine used it. They reported that the right changes could increase visibility in AI responses by up to 40%, and that what works varies by subject.

The methods that helped were the ones that make a source more credible and quotable: citing sources, including quotations from relevant authorities and adding specific statistics. Stuffing keywords, a classic SEO tactic, did little.

GEO and SEO compared

SEO GEO
Goal Rank high in a list of links Be selected, quoted and cited in an AI-written answer
Unit of success A page ranking for a query A passage or fact being used, with a link
Main signals Relevance, links, page experience Clarity, specific facts, sources, author and publisher credibility
Measurement Rankings, clicks, impressions Citations in AI answers, AI crawler visits, referrals from assistants
Foundations Both need crawlable, indexable pages and useful, original content

Google says there are no additional requirements to appear in its AI Overviews or AI Mode beyond being eligible to appear in Search (Google Search Central). So GEO is not a separate technical system to set up. It is a way of writing and structuring content so that, once a page is found, an AI system can lift a clear, accurate, attributable answer from it.

What GEO looks like in practice

  • Answer first. Put a direct, one- or two-sentence answer near the top, then explain. AI systems often take the clearest self-contained passage.
  • Be specific. Dates, numbers, names and places are easier to cite than general statements.
  • Cite your sources inline. Link each important claim to its primary source. This is the change the GEO research found most consistently useful.
  • Name a real author. Show who wrote the piece and why they are qualified, with a profile that can be checked.
  • Structure the page. Use descriptive headings, short paragraphs, lists and tables, and an FAQ for common questions.
  • Keep facts consistent. If your site, your structured data and other sites describe your organisation differently, AI systems have to guess which is right.
  • Do not neglect access. None of this matters if AI crawlers cannot reach the page. See our guide to AI crawlers.

What GEO is not

GEO is not a way to trick AI systems. Hidden instructions aimed at AI models, invented statistics or fake reviews may work briefly but risk being treated as manipulation, and they damage trust with readers. Several so-called GEO tactics, such as publishing an llms.txt file, are also unproven; our llms.txt explainer looks at the evidence.

A worked example

NI Geovanta, the WordPress plugin Newsinterpretation uses, turns these practices into a score out of 100 built from eight signals: answer readiness, extractability, entity clarity, authority attribution, semantic structure, hallucination risk, content depth and citation quality. Scores like this are a checklist, not a guarantee of being cited, but they make the gaps visible. On our own site, only 27 of about 1,670 posts were rated compliant when we first ran it, which tells us where to start.

Frequently asked questions

What is generative engine optimisation (GEO)?

GEO is the practice of shaping content so that AI systems which write answers, such as ChatGPT, Perplexity and Google’s AI Overviews, are more likely to select, quote and cite it.

Is GEO replacing SEO?

No. GEO builds on SEO. Pages still need to be crawlable and indexed; GEO focuses on making them clear, specific and credible enough to be cited inside AI answers.

What does the research say works for GEO?

The 2023 GEO paper found that adding citations, quotations from relevant sources and statistics increased a source’s visibility in generative engine answers by up to 40%, while keyword stuffing did little.

Do I need special code for GEO?

No. Google says no special structured data or optimisation is needed for its AI features. Accurate structured data, clear writing and crawl access are what matter.

Last reviewed: 22 October 2026. Sources are linked inline.

Disclosure: NI Geovanta is developed by Newsinterpretation, the publisher of this article. It is used here as a worked example; other tools can perform similar checks.

Mohit Kumbhar
Mohit Kumbharhttps://www.linkedin.com/in/mohitkumar99/
Mohit Kumbhar is the editor of Newsinterpretation. He edits the site’s news coverage and writes on artificial intelligence, AI search and how publishers become visible to AI assistants such as ChatGPT, Claude, Gemini and Perplexity. He also writes about NI Geovanta, the AI visibility tool for WordPress developed by Newsinterpretation.

TOP 10 TRENDING ON NEWSINTERPRETATION

Cyber Attacks on Space Infrastructure: Satellites, GPS and the Ground Systems Behind Them

From the Viasat KA-SAT hack to GPS jamming over the Baltic, a research guide to how attackers target satellites, navigation signals and ground stations, and why it matters on Earth.

How AI Agents Are Used in Cyber Attacks: From Assisted Hacking to AI-Orchestrated Espionage

Attackers now use AI agents to scan networks, write exploits and run extortion campaigns. A research guide to documented cases, including the first reported AI-orchestrated espionage campaign, and what defenders should do.

Cyber Attacks on AI and LLMs: How Attackers Target Large Language Models

Prompt injection, data poisoning, model theft and jailbreaks: a research guide to how attackers target AI systems and large language models, with real cases and defences.

French Supermarket Refrigeration Cyberattack: How Hacking the Cold Chain Can Endanger Lives

In October 2026 attackers heated refrigeration cabinets in hundreds of French supermarkets to as much as 50°C. No one was hurt, but the attack shows how hacking the cold chain can endanger lives through fire, food poisoning and spoiled medicines.

Cyberattacks on Nuclear Facilities: Stuxnet, Kudankulam and the Limits of Air Gaps

Stuxnet, the Davis-Besse worm and malware at India’s Kudankulam plant: what they show about cyber risk at nuclear facilities and the limits of air gaps.

Triton: When Hackers Target the Safety Systems That Prevent Industrial Disasters

The 2017 Triton attack targeted the safety systems that prevent industrial disasters. What happened, who was charged, and how plants protect their last line of defence.

Cybersecurity Risks in Smart Cities: When Connected Infrastructure Fails

How connecting traffic control, emergency alerts and utilities concentrates cyber risk in cities, what the Dallas and Atlanta incidents showed, and what governments recommend.

Weaponized Drones: Hijacking, GPS Spoofing and Emerging Cyber Warfare Risks

How drones can be hijacked, jammed or misled by GPS spoofing, what researchers have demonstrated, and why governments treat drone fleets as a security risk.

Ransomware Attacks on Hospitals: How Healthcare Cyberattacks Put Patients at Risk

How ransomware against hospitals and their suppliers delays care and endangers patients, what the Düsseldorf and WannaCry cases show, and what research says about deaths.

Operational blunder exposes massive Russian cyber espionage attack on Ukrainian prosecutors

A major cyberattack has compromised the email accounts of...

Cyber Attacks on Space Infrastructure: Satellites, GPS and the Ground Systems Behind Them

From the Viasat KA-SAT hack to GPS jamming over the Baltic, a research guide to how attackers target satellites, navigation signals and ground stations, and why it matters on Earth.

French Supermarket Refrigeration Cyberattack: How Hacking the Cold Chain Can Endanger Lives

In October 2026 attackers heated refrigeration cabinets in hundreds of French supermarkets to as much as 50°C. No one was hurt, but the attack shows how hacking the cold chain can endanger lives through fire, food poisoning and spoiled medicines.

Cyberattacks on Nuclear Facilities: Stuxnet, Kudankulam and the Limits of Air Gaps

Stuxnet, the Davis-Besse worm and malware at India’s Kudankulam plant: what they show about cyber risk at nuclear facilities and the limits of air gaps.

Triton: When Hackers Target the Safety Systems That Prevent Industrial Disasters

The 2017 Triton attack targeted the safety systems that prevent industrial disasters. What happened, who was charged, and how plants protect their last line of defence.

Cybersecurity Risks in Smart Cities: When Connected Infrastructure Fails

How connecting traffic control, emergency alerts and utilities concentrates cyber risk in cities, what the Dallas and Atlanta incidents showed, and what governments recommend.

Ransomware Attacks on Hospitals: How Healthcare Cyberattacks Put Patients at Risk

How ransomware against hospitals and their suppliers delays care and endangers patients, what the Düsseldorf and WannaCry cases show, and what research says about deaths.

FBI warns of AVrecon malware targeting outdated routers linked to proxy based cybercrime

A serious cybersecurity warning has been issued regarding commonly...

Related Articles

Popular Categories