Directory submissions and AI search: what can actually be measured

A worksheet for testing whether AI assistants mention or cite your product, with a fixed query set and dated before-and-after rounds.

Quick answer

A public directory listing may give search and AI systems another crawlable reference for a product, but publication does not guarantee that ChatGPT, Google AI Overviews or another system will cite it. The worksheet below records what you observe, with dates and a fixed query set, so a change can be checked rather than assumed.

AI mention worksheet

Fix a query set, pick the assistants, and add a round: the worksheet adds one test for every query on every assistant, dated today. Fill in what each answer showed, including the answers that do not mention you, and add a new round after a change to compare.

Fictional example rows (invented product and results)
Test date	Round	Assistant	Query	Product mentioned?	Your URL cited?	Referral note
2026-10-01	Baseline	ChatGPT	invoice reminder tool for freelancers	No	No	Analytics, 1–30 Sep: referral source filter as documented by the analytics tool

Example query set (replace every [placeholder]):

[what your product does] tool for [audience]
alternatives to [a product people compare you with]
what is [your product name]
[your product name] vs [a product people compare you with]
how do I [the job your product does]
[your category] software for [a use case]

Saved only in this browser (localStorage) as you type. Nothing is uploaded or sent, and there is no account. Export to keep a copy or move it to another device; Clear deletes it from this browser.

What a directory listing contributes to the web

A published listing is one more public page that names your product, links to your site and describes it in the directory's own format. That is what a listing adds: a page that exists and can be read. Whether a search engine or an AI assistant uses that page is decided by them, not by the listing.

Submission is not publication. A directory can reject a request or keep it in review, and only a live, public listing is a page anyone else can read. The submission tracker keeps those states apart for every directory.

Entity consistency across listings

Consistency is the part you control: the same product described the same way on every listing, so no reader has to guess whether two pages mean the same product. Whether a particular AI system uses that consistency is not something this page can measure.

The same product name and capitalisation on every listing.
The same website address, without tracking parameters.
The same category and one-sentence description of what the product does.
A pricing model that matches your pricing page, updated when the page changes.

Keep those facts in one place, the listing profile template, and compare each live listing with it.

Crawlability vs citation

Crawlability is a permission and a technical condition: a site's robots.txt allows a crawler and the crawler can fetch the page. Citation is an outcome: an answer shows the page as a source. A page that cannot be crawled is unlikely to be shown, but being crawlable does not decide whether it is.

Measure each step as its own dated observation; a later step never shows that an earlier one caused it:

Submitted: You sent the directory's form or listing request and have a confirmation: an on-screen message, an email or a record in your account there. Submitted says nothing about approval.
Approved: The directory told you it accepted the listing. An approved listing may not be public yet.
Live: You opened the public listing page yourself and saw the product on it. Keep that page's URL.
Indexed: A search engine showed the listing page in its results when you checked, on a date you record. Live does not mean indexed, and a page can drop out of results later.
Cited: An AI assistant's answer showed a page as a source when you ran a test, on a date you record. Being live or indexed does not mean a page will be cited.

OpenAI's crawler documentation (retrieved 2026-09-30) describes OAI-SearchBot as the crawler OpenAI uses to surface websites in ChatGPT's search features, and recommends allowing it in robots.txt.

One first-party fact: Zaptool's own robots.txt allows OAI-SearchBot on every path. That makes these pages available to that crawler. It does not mean ChatGPT shows or cites them, and Zaptool has no measurement of whether it does.

How to measure ChatGPT referrals

A referral is a visit to your site that your analytics tool attributes to an AI assistant. How an assistant marks its links and how your analytics tool groups them are set by those two products, so use their current documentation; this page does not describe either.

Write down the date range, the analytics tool and the exact source or filter you used, so the next round uses the same one.
Record sessions and landing pages, not conclusions: a referral shows that a visit happened, not why an answer included the link.
Compare periods of the same length before and after a change, and note anything else that changed in between, such as a launch, a price change or press coverage.
Put the figures in the worksheet's Referral note column, in the round they belong to.

How to test AI mentions without cherry-picking

Fix the query set before you test and write it down, including queries where you do not expect to appear.
Run every query on every assistant you picked and record every result, including the answers that do not mention you.
Record the date and the assistant. Answers vary between sessions and over time, so one run is one observation.
Use a fresh session where you can, such as a new chat or signed out, and note it when you cannot.
After a change, run the same set again as a new round and compare rounds, not single answers.

The worksheet enforces the first two steps: a round adds a test for every query on every assistant at once, and it adds nothing while a query still contains a [placeholder].

What not to claim

That a directory listing makes an assistant recommend, mention or cite a product. Nothing measured here shows that, and no directory controls it.
That an AI citation is the same as a backlink. It is not: a citation is a source shown in one answer at one moment, not a link on a page.
That an assistant will pick up a listing within a certain number of days. No such timing is known here.
That one answer mentioning a product means it appears for everyone. It does not; answers vary by query, time and session.
Any before-and-after figure without the query set, dates and assistants behind it. Not even your own numbers mean much without them.

Zaptool publishes no AI referral or citation figures of its own, and nothing on this page is a measured result.

FAQ

Can directory listings make ChatGPT recommend my product?

No listing can make it do so, and nothing on this page shows that listings cause recommendations. A listing is one more public page about your product; whether an assistant uses it is up to the assistant.

What is OAI-SearchBot?

According to OpenAI's crawler documentation (retrieved 2026-09-30), it is the crawler OpenAI uses to surface websites in ChatGPT's search features, and OpenAI recommends allowing it in robots.txt. Allowing it is not a placement and not a citation. Zaptool's robots.txt allows it.

How can I see traffic from ChatGPT?

In your analytics tool's referral or source reports, with the filter its documentation gives. Record the date range and the filter next to the numbers, in the worksheet's Referral note column, so that later rounds are comparable. This page does not describe how either product labels those visits.

Should every directory description be identical?

The facts should be: name, address, category, pricing model and the one-sentence description. The length and the rest of the wording can change to fit each form.

Are AI citations the same as backlinks?

No. A citation is a source an answer showed at one moment; a backlink is a link on a page. Neither implies the other.