Generative Engine Optimisation (GEO) Playbook | OTL
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Odd Theory Labs
2026-08-20
AI Search
5 min read

Generative engine optimisation focuses on being represented accurately inside AI-generated answers, achieved through extractable content, strong entity signals, third-party corroboration, and clear factual statements that models can reproduce without risk.

What GEO is actually optimising

Generative engines do not return a list; they compose an answer. Your business either appears inside that answer, accurately, or it does not appear at all.

So the target changes. You are not competing for a position — you are competing to be part of what the model considers reliable, retrievable, and safe to repeat about your category.

Three layers that decide inclusion

Layer 1: retrievability. Can the system find current information about you when it searches? This depends on crawlability, server rendering, sitemaps, and whether AI crawlers are permitted.

Layer 2: extractability. Once retrieved, can a clean claim be lifted from your content? Direct answers, question-led headings, structured markup, and self-contained passages all serve this.

Layer 3: corroboration. Does the rest of the web agree? Models are risk-averse. A claim that appears only on your own site is weaker than one repeated by directories, publications, review platforms, and partners.

Most businesses invest entirely in layer two and wonder why nothing changes. The largest gaps are usually layers one and three.

Fix the entity before the content

A model must be able to resolve who you are. That requires:

  • One canonical business name used identically everywhere. Variants split your identity.
  • Consistent address and contact details across every profile and directory.
  • A clear, factual about page with founding details, location, leadership, and services.
  • Structured data declaring the organisation, with the same values as the visible page.
  • Profiles on platforms that are widely crawled: business listings, professional networks, industry directories, review sites.

Businesses trading under one name legally, another on social, and a third informally are effectively invisible to entity resolution.

Publish the facts you want repeated

Models reproduce what is stated plainly and consistently. So state, in clean sentences, on pages that exist for this purpose:

  • What the business does, in one sentence.
  • Who it serves, and where.
  • Which services exist, described distinctly.
  • What differentiates the approach, factually rather than boastfully.
  • Notable clients, sectors, or projects, where permitted.

Vague brand language is unusable to a model. "We deliver excellence across verticals" cannot be repeated. "Growth systems studio in Ahmedabad serving hospitality, real estate, and F&B brands" can.

Corroboration work that pays

  • Get listed accurately in the directories that matter in your category and city.
  • Earn mentions from local business media, industry associations, and partners.
  • Encourage reviews with substance on platforms that are crawled.
  • Publish or contribute to third-party content where your name appears alongside your specialism.
  • Ensure client sites credit you where appropriate.

Each independent source repeating the same facts increases the confidence with which a model will state them.

Content formats generative engines favour

  • Question-and-answer sections addressing real queries.
  • Comparison content that treats alternatives fairly, including when a competitor's approach fits better.
  • Definitional content that explains category terms precisely.
  • Process explanations with steps and failure modes.
  • Local specifics: regulations, costs, timelines, seasonal factors relevant to your city or state.

Fair comparison content performs unusually well, because balanced treatment is exactly what a system trying to avoid recommending badly wants to cite.

Technical basics that block everything else

  • Server-render key content rather than relying on client-side JavaScript.
  • Keep robots.txt permissive for the AI crawlers you want citations from, and be aware that blocking them removes you from consideration entirely.
  • Maintain sitemaps and clean canonical tags.
  • Provide llms.txt with a plain summary and key links.
  • Avoid interstitials and consent walls that prevent content from being read.

Measuring GEO honestly

There is no rank tracker for this yet. Build a manual practice:

  1. List twenty questions where a citation would be commercially valuable.
  2. Ask each of the major assistants monthly, in a clean session.
  3. Record whether you are mentioned, how you are described, and who is mentioned instead.
  4. Note factual errors about your business and fix the sources that caused them.
  5. Watch referral traffic and branded search as secondary indicators.

The description errors are the most actionable output. If assistants call you a "digital marketing agency" and you position as something else, that is a fixable entity and content problem.

Realistic expectations

GEO is slower than paid media and less predictable than technical SEO. Changes propagate as retrieval indexes update and as third-party sources refresh. Treat it as compounding infrastructure work, not a campaign.

The businesses that will win citations in two years are the ones publishing specific, verifiable, well-structured information now — and making sure the rest of the web says the same thing about them.

Key takeaways

  • Models repeat what the wider web agrees on; off-site corroboration matters more than on-site polish.
  • Ambiguous brand naming is a bigger obstacle than most content gaps.
  • Track citations by asking the assistants directly and logging results over time.

Frequently asked questions

What is generative engine optimisation?

The practice of influencing how generative AI systems describe and cite your business, by making accurate information easy to find, structurally clean, consistent across sources, and corroborated by third parties.

Can you pay to appear in AI answers?

Not for organic citations in most systems today. Advertising products exist separately, but the citation itself is earned through content and entity signals.

How long does GEO take to show results?

Entity and corroboration changes typically take weeks to months to propagate, since models and their retrieval layers update on their own schedules.

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