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Tutorial · ChatGPT

How to Write Pages ChatGPT Can Quote

You will rewrite one page so every passage that answers a buyer question can be quoted on its own: a direct answer first, a specific number, who says so, and a named source. Plan about an hour per page. You need the page's real facts and the free ChatGPT Citation Score to check each passage before and after you edit.

By the Netbase JSC team · Updated

Key facts

OpenAI, 2026
In OpenAI's API, a citation is attached to a specific span of the answer text (a url_citation with a start and end position), so the passage that supports a sentence is what gets linked. (OpenAI, 2026)
OpenAI web search docs, 2026
OpenAI says a web-search answer usually consults more pages than it cites; inline citations show only the most relevant references. (OpenAI web search docs, 2026)
Aggarwal et al., 2024
The GEO paper (KDD 2024) reported that content changes raised a source's visibility in generative-engine answers by up to 40% on its benchmark, with results varying by domain. (Aggarwal et al., 2024)
Leadee test, Nov 2026
Across 766 passages on 8 Netbase JSC pages scored on 2026-11-09, 92% opened with a direct statement but only 5.5% carried a number and 2.5% named a source. (Leadee test, Nov 2026)

Which of your passages would ChatGPT find easy to quote?

Score the page you want to fix before you start. The ChatGPT Citation Score marks every passage by the four signals this guide works on, so you can see which ones to rewrite first. Rule-based, free, no account.

Leadee is not affiliated with, endorsed by, or sponsored by OpenAI. “ChatGPT”, “GPTBot” and the other names on this page are OpenAI's own, used only to describe what this tool measures.

What did we find when we scored 766 real passages?

Before writing this guide we ran Leadee's ChatGPT Citation Score — the tool embedded above — on 8 live Netbase-owned pages (all part of Netbase JSC, the company behind Leadee): the weakest page of netbasejsc.com's content audit (its web application development service page) and the homepages of the 7 Netbase sites Leadee tracks. The scorer splits a page into passages and checks four signals in each: does it open with a direct statement, does it contain a concrete number, does it attribute a claim to someone, and does it name a source.

The pattern was the same on every page. Almost every passage opened with a plain statement — these are professionally written sites. What was missing were the parts a model needs to quote a claim with confidence: numbers appeared in about one passage in 18, and a named source in about one in 40. The average passage score ranged from 0.22 to 0.30 on a 0-1 scale.

Two limits: the scorer reads every paragraph and list item, so menu blocks are counted as passages too, which pulls the averages down a little; and its number detector only recognises some shapes (percentages, prices, and counts such as "500 customers" or "12 years"), so "3 to 30 people" scores as no number. Treat the shares as approximate. They describe the pages, not whether ChatGPT cited them.

ChatGPT Citation Score on 8 Netbase-owned pages (part of Netbase JSC), 2026-11-09
PagePassagesAverage scoreWith a numberNaming a source
netbasejsc.com web application development (Netbase-owned)950.28145
netbasejsc.com home (Netbase-owned)730.3091
cmsmart.net home940.2655
printcart.com home (Netbase-owned)500.2634
softwsp.com home1210.2231
web2print.solutions home (Netbase-owned)1880.2511
adminkit.net home710.2501
outsourcingvn.com home (Netbase-owned)740.2771
All 8 pages766-42 (5.5%)19 (2.5%)

Step 1: Pick one page and the buyer question it should answer

Start with a page that should be the answer to a question buyers actually ask an AI assistant: a service page, a pricing page, a comparison. Write the question down in the buyer's words, for example "how long does a custom web app take to build?". If you do not know which questions matter, the free ChatGPT Prompt Finder lists likely ones for your industry.

One page, one main question. A page that tries to answer ten questions usually answers none of them in a passage a model can lift out cleanly. Where this guide fits among the other ChatGPT steps is shown on the ChatGPT SEO overview; why the answer engine needs the page to answer clearly is covered in how AI chooses suppliers.

Step 2: Score the page and mark the passages that answer that question

Run the page through the ChatGPT Citation Score and sort the passages by score. Ignore navigation and footer blocks. Mark the three to five passages that actually try to answer your buyer question — those are the ones worth rewriting, whatever their score.

Check before you edit that ChatGPT's search crawler can read the page at all. If OAI-SearchBot is blocked, no rewrite will help; what each OpenAI bot does explains which rule to look for.

Step 3: Put the answer in the first sentence

Rewrite each marked passage so its first sentence answers the question on its own. Not "Every project is different", but "A new web application usually takes three to six months from discovery to launch" — if that is true for you. Lead-ins such as "Welcome to", "In this article" or a rhetorical question score as no direct answer.

Name the subject in that sentence. "We" and "our team" mean nothing once a passage is quoted out of context; "Netbase JSC" or your product name does.

Step 4: Add the specific number you already have

Most pages already contain the numbers buyers want — team sizes, lead times, prices, years in business, customer counts — but in a different paragraph from the claim they support. Move the number next to the claim. Use a figure you can stand behind; never add one to please a scorer.

If you do not have the number, leave the passage without it and note what is missing. The Citation Score's rewrite pattern marks such gaps as "needs input" instead of inventing a figure, and so should you.

Step 5: Say who says so and link the source

A claim a model can attribute is easier to cite than an unattributed one. Add "according to" with a real source — your own case study, a published report, a standard — and link it. For your own results, link the page where the full case is told.

Our before-and-after check used only facts already on netbasejsc.com, which is Netbase-owned (part of Netbase JSC). The original passage, "Within six months 4over4 reported 82% higher e-commerce revenue and a 48% higher conversion rate.", scored 0.50: it had a direct statement and numbers, but no subject, attribution or source. Our rewrite — "Netbase JSC reworked checkout, search and navigation for 4over4, a US online printing store. According to the 4over4 case study, 4over4 reported 82% higher e-commerce revenue and a 48% higher conversion rate within six months (source: netbasejsc.com/work/4over4-ecommerce-conversion)." — scored 1.00. That rewrite was made for this test and is not published on that Netbase-owned site.

Step 6: Make each passage stand alone

Read each rewritten passage as if it were the only thing on the page. Remove references such as "as mentioned above" or "see the table below", spell out abbreviations once, and keep one idea per paragraph. Keep each passage short enough to quote whole — a few sentences, not a wall of text.

Where a set of facts is easier to read as a table (sizes, prices, lead times), use a real HTML table, not an image. Our schema markup guide covers marking the same facts up for machines.

Step 7: Re-score, add the date and publish

Score the edited text again. Before the page is live, paste it into the general Content Score tool, which runs the same scorer and accepts pasted text; once it is live, re-run the ChatGPT Citation Score on the URL. The marked passages should now show all four signals where you had the facts to support them. Add a visible "updated" date to the page so readers and engines can see the facts are current, then publish.

How do you check that the rewrite worked?

A higher Citation Score means the passage now carries the signals answer engines tend to quote. It does not mean ChatGPT has quoted it. To know that, ask your buyer question repeatedly over several weeks and count how often your page is cited — one answer is one sample, and the same question can cite different pages each time.

Leadee's tracker does this through OpenAI's official API and reports a citation rate with a confidence interval; what ChatGPT citations are explains how the count works and why small samples mislead. Give it at least a few weeks after the page is re-crawled before judging.

Which mistakes make a passage harder to quote?

  • Opening with the company story instead of the answer the reader came for.
  • Numbers that live only in images, PDFs or a slider, where a text crawler never sees them.
  • Claims with no subject ("we", "our solution") that lose their meaning when quoted alone.
  • Rounded marketing claims ("hundreds of happy clients") instead of the real count you can document.
  • Writing to the scorer: an invented statistic or a fake quotation raises the score and destroys trust. Never do it.

What have we not verified?

  • Whether any of the 8 Netbase-owned pages, or our rewrite, is quoted more often by ChatGPT after editing: that needs repeated tracker runs, which this guide did not include.
  • That each of the four signals matters equally to ChatGPT: the scorer weights them equally by design, and OpenAI does not publish how it chooses citations.
  • How the GEO paper's benchmark result carries over to ChatGPT specifically: the paper tested its own generative-engine setup.

Check this on your site

Run the ChatGPT Citation Score on your page or pasted text and see every passage marked by the four quotability signals.

Tools & technical readiness

ChatGPT Citation Score

Answers: Score any page for the passage signals that make ChatGPT more likely to quote it: a direct answer, a statistic, a quotation or a named source.

No sign-upScore for ChatGPT citation — ChatGPT Citation Score

Questions

Does ChatGPT prefer long or short content?

Neither on its own. What gets cited is a passage that answers a question clearly. A long page with well-built passages is fine; a short page with none is not.

Do I need statistics in every paragraph?

No. Add numbers where the claim is about a quantity — time, price, size, count — and you have a figure you can document. A paragraph explaining a process does not need one.

Will a perfect Citation Score get me cited by ChatGPT?

No tool can promise that. The score checks signals answer engines tend to quote; whether ChatGPT cites you also depends on crawl access, which other pages answer the same question, and the question itself.

Can I use AI to rewrite the passages?

Yes, as a draft, if a person checks every fact and number against the source before publishing. An invented figure is worse than no figure.

Can GEO guarantee results?

No. AI answer engines change their output frequently, and no vendor — including Leadee — can guarantee a ranking or a mention. Leadee publishes confidence intervals on every metric so you can see how much a result can vary run to run.

How does Leadee measure AI visibility?

Leadee runs your prompt set against each AI engine on a weekly to daily schedule, depending on plan, through official vendor APIs (OpenAI, Gemini, Perplexity, Anthropic, DataForSEO) — never by scraping consumer chat interfaces — and reports mention rate, citation rate, average position, share of voice and sentiment with a 95% confidence interval.

Who do I talk to?

Email support@leadee.ai or use Talk to an expert at https://leadee.ai/contact-sales — the Netbase JSC team behind Leadee replies by email or WhatsApp — or WhatsApp the CEO directly at https://wa.me/84937869689.

See where your own site stands

Run a free scan to check this (and everything else Leadee tracks) on your own site.