AI Search Visibility Tracking for ChatGPT: SaaS Brand Mentions and Citations
A buyer's guide to measuring SaaS brand mentions and citations in ChatGPT, including alternatives prompts, comparison queries, and page-level sources. Promptwatch is the GEO half we recommend.
SaaS teams keep asking for "AI search visibility tracking for ChatGPT" as if it were a product-led-growth SKU. Keep the product analytics and Search Console. Those tools do not store what ChatGPT says when a buyer types "[your product] alternatives" or "best [category] software for [role]." The generated shortlist is a separate log.
The buying mistake is treating mention count as the whole job. A mention is your name in the prose. A citation is the URL or source the model used. Page-level citations and domain-level citations disagree more often than product marketers expect. Reddit and YouTube show up as sources even when your docs are clean. This page is how to buy the measurement layer for that, not how to rank ten GEO vendors for a generic SaaS stack.
Promptwatch is the GEO half we recommend. Facts below come from this site's catalog and the Promptwatch fact sheet sourced from promptwatch.com/llms.txt on 2026-08-23. We have no audited "trials from ChatGPT" figure for SaaS, so you will not find one here.
What you are actually measuring
ChatGPT (820M+ weekly active users) will often name a brand and move on. Perplexity (22M+ monthly) is likelier to footnote a source. Gemini sits at 650M+ monthly. Paid Promptwatch plans watch those plus Claude, Grok, Llama, DeepSeek, Mistral, Copilot, and Google's AI surfaces from the real product UIs, not API samples. If you only care about ChatGPT this quarter, start there. Do not call one engine the market.
Split the prompt list the way sales already splits conversations.
Buyer-education prompts: "best [category] software," "tools like [competitor]," "[category] for startups."
Switch prompts: "[you] alternatives," "migrate from [you]," "cheaper than [you]."
Comparison prompts: "[you] vs [competitor]," often with a use case or a compliance tag stuck on the end.
Branded prompts: "[you] pricing," "[you] reviews," "is [you] legit."
Promptwatch lets you hang personas, topics, tags, and country, state, or city targeting on each row. A US founder persona and an EU procurement persona should not share one blended score. A second product line is a second prompt cluster or a second project.
Mention, citation, page, domain
If the model says your name and links a G2 category page, you got a mention and you lost the citation. If it links your /compare URL but the sentence is lukewarm, you got the citation and you still have a sentiment problem. Promptwatch records sentiment and share of voice next to the mention. Citation analytics go to the page and the domain, then to Reddit, YouTube, and other offsite mentions, with a trend view so you can see a source rotting rather than a snapshot that looked fine on Friday.
That split decides the next action. A missing mention with no crawl on your comparison URL is a fetch problem. Agent Analytics (Professional and the agency plans) names ChatGPTBot, ClaudeBot, PerplexityBot, GoogleOther, and the Meta AI crawler, and maps a crawl-to-citation path. Integrations: Cloudflare, AWS CloudFront, Fastly, Vercel, Netlify, Akamai, Google Cloud CDN, custom HTTP. A missing mention while a Reddit thread owns the footnote is offsite work. A competitor page owning the citation is a content brief.
What to buy, in this order
Promptwatch for the assistants. Explore is free if the objection is price: 10 ChatGPT prompts, one project, one seat. Essential is $95 a month (7-day trial) for 50 prompts, 6,000 responses, 200K visitor events, 5 AEO articles, one project, one seat. That is a single-product, one-country start. Professional is $245 with 150 prompts, 2 projects, 18,000 responses, 1M visitor events, 25M crawler logs, 15 AEO articles, 2 seats. Business is $579 with 5 projects, 350 prompts, 42,000 responses, 10M visitor events, 100M crawler logs, 30 AEO articles, 5 seats. Agency self-serve starts at Kick-off, $199 (7-day trial), unlimited projects and prompts, 10 seats, 10,000 responses and 10M crawler logs, then Growth $399 (25,000 responses, 25M logs) and Scale $799 (65,000 responses, 100M logs). Annual is twelve months for the price of ten. Amsterdam company, founded April 2025 by Gijs de Groot and Klaas Foppen. Typeform is on the published customer list, which is the closest SaaS peer we will name. Also listed: Duolingo, Yelp, Rabobank, Monks, WPP. 4.7/5 on G2, 1,840+ brands. €2M+ ARR within 12 months of launch (May 2026).
Visitor analytics (script or GTM) are how trial signup gets attached to an AI referrer when a click exists. Most answers still send none. Mentions still matter on a sales call. Content Agents draft and publish the missing comparison page to Webflow or Framer through a review inbox. WordPress is listed as coming soon. Ads Radar, which watches sponsored placements inside answers, is on Professional and the agency plans. Essential covers mentions and citations, not that commerce view.
AthenaHQ if the internal problem is tasks. AthenaHQ from $295 a month puts findings in an Action Center. GA4, Shopify, and Webflow attribution are listed. Starter is one country. Credit-based usage is unpredictable; G2 reviewers report burning a month's credits in the first week. No published crawler-log product.
Scrunch if you want a serving layer. Scrunch AI from $250 a month annual. Agent Experience Platform serves a machine-oriented page to crawlers. Weekly refresh. Excel reporting is the listed complaint. Sitecore acquisition in June 2026.
Skip Profound as the first buy. Starter $99 a month yearly, ChatGPT-only. Growth $399 yearly, three engines. Enterprise around $40k a year. Sold as marketing agents, not a dedicated tracker.
Ahrefs Brand Radar from $199 a month plus an Ahrefs plan. The January 2026 independent test (3 ChatGPT mentions reported, 123 found by hand) is why we will not use it as the system of record for ChatGPT citations.
A working week
Monday: load 15 prompts (five alternatives, five vs, five branded) on ChatGPT. Tag two personas. Tuesday through Thursday: let the checks run. Friday: open citation analytics. Write down who got named, which URL got used, and whether Reddit or YouTube appeared. If your comparison page 404s for ChatGPTBot, stop writing and fix crawl. If the cited URL is a competitor alternatives page, that is the Content Agent brief.
Do not run a generic "best SaaS tools 2026" prompt and call the category covered. The model that names a horizontal suite on a vague query is not the model a buyer uses for your category.
FAQ
Can we live on Explore?
You can prove the category. You cannot cover Perplexity, Gemini, or a serious prompt list. Essential is the first production plan for ChatGPT-heavy measurement. Professional is the first plan with the listed crawler-log allowance.
Do we need a SaaS-specific vendor?
No. You need extractable comparison pages, a clean crawl, and a prompt log with personas. We will not quote a trial lift we did not measure.
When is Kick-off cheaper than stacking brand plans?
When you have several products, several regions, or you resell GEO reporting. Kick-off is $199 with unlimited projects and prompts. promptwatch.com.