How B2B companies get cited by ChatGPT, Perplexity, and Google AI Overviews
2 July 2026 · 6 min read
A growing share of B2B buying research never touches a search results page. Buyers ask ChatGPT which vendors to shortlist, ask Perplexity to compare approaches, and read the AI Overview at the top of Google instead of clicking the links below it. If the machines don't know your company, you're not losing the click — you were never in the conversation.
Getting into that conversation is a discipline now commonly called AEO (Answer Engine Optimisation) or GEO (Generative Engine Optimisation). It overlaps with SEO but rewards different things. Here's what actually moves it.
How AI engines decide who to cite
AI search engines cite sources they can retrieve, parse, and trust. Retrieval still leans on classic search indexes — if a page can't rank at all, it can't be quoted. Parsing favours pages whose structure makes the answer unambiguous: a clear question, a direct answer, machine-readable facts. Trust accrues to companies whose details are consistent everywhere the model looks — your site, LinkedIn, directories, and the pages of people who mention you.
The practical shift: classic SEO optimised for a ranking; AEO optimises for being quotable. A page can rank #4 and still be the source an AI engine reads out loud.
Answer real questions, in the page, directly
Every AI answer starts as someone's question. The single highest-leverage change a B2B site can make is publishing pages that ask the buyer's question verbatim and answer it in the first two sentences — then earn the depth below. Vague thought-leadership titles get skipped; "What does B2B outbound cost?" gets quoted.
- One question per section, phrased the way a buyer would type it
- The direct answer first; nuance and caveats after
- Answers that stand alone when lifted out of the page — no "as we said above"
Make your facts machine-readable with schema
Structured data (JSON-LD) is how you hand AI engines your facts instead of hoping they infer them. For a B2B service company the core stack is Organization (who you are, where, contact), Service (what you sell), and FAQPage (the questions you answer). It takes hours to add and removes a whole class of ambiguity about what your company does.
Keep your story consistent everywhere
Models cross-reference. If your website says one thing, your LinkedIn another, and a directory a third, you read as uncertain — and uncertain sources don't get cited. Fix the basics: same company description, same offer language, same location and contact details across every surface you control. It's unglamorous and it compounds.
How long does AEO take to work?
Faster than classic SEO. AI engines refresh their view of the web more often than rankings move, and several (Perplexity, ChatGPT with browsing) retrieve live. Structural fixes — schema, question-shaped pages, consistent facts — can show up in AI answers within weeks. Authority on competitive topics still takes months of publishing, same as it always did. Do the structural layer first; it's the cheap half.
The takeaway
AI visibility isn't a separate marketing channel — it's the same authority you were already building, made legible to machines. Structure first, consistency second, publishing cadence third.
This is the work the Organic Engine does for you — built, run, and visible in a live dashboard.