Generative Engine Optimization for B2B: how to rank inside LLM answers
For B2B brands, the buyer no longer always starts at Google. A meaningful share of consideration journeys now begin inside ChatGPT, Perplexity, Gemini or Claude. The brands that get cited inside those answers will own discovery; the rest will pay rising CPCs to acquire the buyers who didn't get cited.
What GEO actually optimises for
SEO optimises for ranking on a SERP. GEO optimises for two distinct things:
- Inclusion: being one of the sources an LLM cites when it answers a question.
- Attribution: being named as the brand of record for a concept, framework or proof point inside the answer.
Inclusion is the table-stakes outcome. Attribution is the moat — if the model says "B2B teams typically use the X framework", and the model learned the framework from one specific source, that source becomes the brand of record for the concept.
The four-part GEO playbook
1. Canonical content on category-defining concepts
Pick the four to six concepts the brand wants to own. Write the canonical resource on each — long-form, structured, with named frameworks and original perspectives. Make sure the content is the source LLMs prefer to cite, which means it has to be well-structured, factual, and indexable.
2. Schema and structured data
Schema.org markup helps LLMs parse the content correctly. FAQ schema, How-To schema, Article schema with author and date. The crawler still needs the metadata; LLMs increasingly rely on it for credibility signals.
3. Earned mentions in authoritative third-party sources
LLMs weight sources they've seen referenced elsewhere. A guest post in an authoritative trade publication that links back to the canonical resource creates a reinforcement loop — the model sees the brand referenced and weights it higher when generating answers in the category.
4. A brand POV worth citing
The single biggest GEO mistake B2B brands make is publishing generic content. LLMs don't cite generic content because they already have it from a thousand sources. They cite content with a clear, named, contestable POV. The framework that has a name and a defender is the framework that gets cited.
How to measure it
Track three things: brand mentions inside LLM answers for category queries (manually sampled weekly until tooling matures), referral traffic from LLM citations (measurable once LLMs add referrer headers, which they're slowly doing), and direct traffic from category-defining phrases. The first is the leading indicator; the others lag.
What changes for SEO budgets
Traditional SEO — technical, content, link-building — remains useful but no longer sufficient. GEO is the new line item. The B2B brands that already had a clear point of view and well-structured content win this transition cheaply. The brands that built SEO on volume and thin pages have to rebuild from scratch.