Lead with a self-contained answer
An LLM scans for a sentence it can lift and attribute. If your answer is spread across three paragraphs and assumes context from the heading, the model has to do work — and it will often choose a competitor whose answer is already a clean, standalone statement. Put a complete, quotable answer in the first one or two sentences of each section.
This is the single highest-leverage GEO change. It also helps classic SEO featured snippets, so there's no trade-off.
Back every claim with a source and a number
Generative engines weight content that looks verifiable. Concrete statistics, named sources, dates, and direct quotations all signal reliability — and the controlled GEO study above found exactly these additions drove the largest visibility gains. Vague, unsourced prose reads as low-confidence and gets passed over.
In practice: cite a named source for any statistic — "per Datadog's 2024 report" beats "studies show"; include dates so the model can judge freshness; use exact numbers, not ranges, where you can; and quote primary sources directly, because engines preferentially surface quotable, attributable text.
Make the structure machine-readable
Add JSON-LD so the engine doesn't have to infer structure from your markup: Article on posts, FAQPage on Q&A blocks, HowTo on step-by-step guides, Organization on your site. Keep the real content in server-rendered HTML — a crawler that can't execute your JavaScript can't cite what it never saw. Publish an llms.txt that points AI crawlers at your best pages.
These are exactly the signals seo·check audits. It will tell you whether ChatGPT and Perplexity can actually read and trust the page before you wonder why you're not being cited.
how it works
- 01
Lead with the answer
Put a complete, quotable answer in the first one or two sentences of each section so a model can lift it directly.
- 02
Source your claims
Back every statistic with a named source and a date; use exact numbers and quote primary sources.
- 03
Add structured data
Mark up the page with JSON-LD — Article, FAQPage, HowTo, Organization — and keep the content in server-rendered HTML.
- 04
Publish llms.txt and verify
Ship an llms.txt pointing AI crawlers at your best pages, then run the page through seo·check to confirm engines can read and trust it.
frequently asked
- Does Perplexity use a different crawler than Google?
- Yes. Perplexity runs PerplexityBot, OpenAI runs GPTBot and OAI-SearchBot, and Anthropic runs ClaudeBot. If your robots.txt blocks these, you can't be cited regardless of content quality. Allow them explicitly.
- How long until I get cited after making changes?
- It depends on how often each engine re-crawls and refreshes its index — typically days to a few weeks. Engines that retrieve live (like Perplexity's web search) reflect changes faster than those relying on a periodic training or index refresh.
- Do backlinks still matter for AI citations?
- Authority still helps — engines lean toward sources they consider reputable, and links are part of that signal. But on-page clarity and structure carry far more weight for GEO than they do for classic ranking, which is why a smaller site with answer-first, well-structured content can get cited above a larger one.
Published January 28, 2026 · Last updated June 16, 2026