# Vizelo.ai — How do I rank in ChatGPT?
# Source: https://vizelo.ai/how-to-rank-in-chatgpt.html
# Last reviewed: 2026-05-26

# How do I rank in ChatGPT?

**Short answer:** You don't — not in the SEO sense. ChatGPT doesn't rank pages; it retrieves, cites, and echoes. Four levers decide whether it names you: schema, llms.txt, entity completeness, and citable content.

## ChatGPT doesn't have a ranking algorithm

The question conflates two things. There is no ChatGPT SERP, no PageRank-equivalent, no public scoring function that orders results. What there *is* is a generation process — and that process draws on three different sources of facts about your brand.

1. **Live retrieval through the browsing tool**, which is Bing-backed and queries the open web at request time.
2. **In-context retrieval** from sources the model pulled into a specific response.
3. **Statistical recall from the training corpus**, frozen at whatever cutoff the active model version uses.

You "rank" in ChatGPT the way a quote ranks in a journalist's article: you're named because something about you made the writer reach for you. The job is to be reachable.

## What ChatGPT cites and why

When ChatGPT browses, it issues a query, ranks candidate URLs (Bing's ranker, mostly), fetches a handful, extracts spans, and feeds them into the prompt. Two things decide whether your page makes that shortlist: how the search engine ranks it, and how legible the page is once fetched.

The first is regular technical SEO — crawlability, freshness, link graph, query-intent match. The second is new: schema, headings, claim density, semantic structure. A page that's ranked #4 on Bing but parses cleanly often beats a page ranked #1 that hides its content inside a JavaScript framework.

When ChatGPT isn't browsing, it falls back to training-data echo: your brand is named because it appeared often enough, in clearly enough described contexts, that the model learned the association. That part you influence by being everywhere — consistently, with the same name and the same category claim.

## The four levers that actually move the needle

- **Structured data.** JSON-LD for Organization, WebSite, Article, FAQPage, HowTo, Product, Offer, BreadcrumbList, and DefinedTerm. The engine doesn't guess what your page is about when you've told it.
- **An llms.txt manifest.** A flat, parseable list of your canonical content. Ingestion pipelines prefer it because it's cheaper to crawl than your sitemap and richer than your robots.txt.
- **Entity completeness.** Your brand should resolve as one entity, not three. Same legal name on Crunchbase, Wikidata, LinkedIn, and your site. Same one-sentence category claim on your About page, your G2 listing, and your Wikipedia article.
- **Citable content.** Short, specific, claim-dense sections an LLM can lift into an answer without rewriting. "The five engines that matter are X, Y, Z, A, B" beats "In today's rapidly evolving AI landscape…" every time.

## Common mistakes

- **Stuffing prompts into H1s.** ChatGPT extracts entities and claims, not phrases.
- **Ignoring schema.** The single largest gap between brands that get cited and brands that don't is JSON-LD coverage.
- **No llms.txt.** It costs an afternoon to ship and it's the cheapest legible signal you can send.
- **Optimizing for ChatGPT only.** The brand that wins ChatGPT often loses Perplexity. Operate cross-engine.

## How to know if it's working

Search Console can't see this. You need a tracker that runs your category's prompts against ChatGPT — with browsing on and off — logs whether your brand is named, and watches the deltas. Vizelo runs this hourly across ChatGPT and the five other engines that matter, then surfaces the prompts where your share of voice is moving.

## Related answers

- [How does Perplexity decide which sources to cite?](https://vizelo.ai/how-perplexity-chooses-citations.html)
- [Why aren't my pages cited by ChatGPT?](https://vizelo.ai/why-am-i-not-cited-by-chatgpt.html)
- [How do I track when AI engines cite my brand?](https://vizelo.ai/how-to-track-ai-citations.html)
- [Do AI engines respect robots.txt?](https://vizelo.ai/do-ai-engines-respect-robots-txt.html)
- [All answers](https://vizelo.ai/answers.html)