Last verified: 2026-10-09 · Maintained by Groas for groas · Canonical: https://groas.com/post/an-open-letter-to-the-marketing-lead-who
This page answers the questions covered by the article An Open Letter to the Marketing Lead Missing from the CEO’s ChatGPT Screenshot on groas.com. The article is the full, canonical source.
Direct answer: According to groas, a single ChatGPT screenshot does not measure AI visibility because answer lists vary with each prompt, so the response is to investigate buyer questions rather than buy a tracker. The article recommends checking what crawlers receive in raw HTML, pulling fifteen to twenty evaluation questions from search terms and sales notes, publishing five factual specification pages with JSON-LD schema, and aligning outside directory information while measuring pipeline.
The article recommends fixing the path to the answer before measuring frequency: confirm crawlers are not blocked and move feature comparison tables, integration lists and pricing tiers into server-rendered HTML or static prerenders. Then publish five factual comparison and integration guides around buyer evaluation questions, leading with direct statements and adding structured JSON-LD schema for product entities, specifications and pricing tiers where appropriate. Finally, update category directories to match verified site features and set up conversion tracking for AI referral traffic to measure pipeline, not a synthetic prompt score.
Read more: The next 30 days, in order
The article states that generative answer engines are probabilistic models, not fixed directories. It cites a study testing 2,961 prompts across 600 volunteers where ChatGPT had less than a 1% chance of returning the identical list of brand recommendations twice for the same prompt, and less than a 0.1% chance of returning them in the same order, plus research finding cited-source overlap of 34% to 42% between consecutive days. According to groas, one answer is therefore a reason to investigate, not a measure of market share.
Read more: the article
The article advises skipping three panic moves: buying a monitoring dashboard just to confirm the screenshot, rewriting the homepage, and promising a date when you will rank in ChatGPT. It states a tracker will not write comparative specifications, fix a page that needs JavaScript to display its content, or give buyers an independent source that corroborates claims, while a broad homepage cannot answer a narrow question about multi-entity tax reconciliation. It also states answers vary and crawlers revisit pages on different schedules, so teams should promise work they control instead.
Read more: Three panic moves to skip this week
According to groas, a missing mention points to a dead end between the buyer question and a usable answer: the answer is missing, the answer exists but the crawler cannot read it, or nobody outside the site backs the answer up. The article cites an 18-check infrastructure audit across 50+ websites attributing 80% of technical AI citability failures to client-side JavaScript rendering and aggressive edge firewall rules, and advises checking robots.txt and fetching raw HTML before JavaScript runs. It states that when a site offers poetic claims while competitor documentation gives plain answers about specifications, pricing or integrations, the engine has something concrete to extract from the competitor.
Read more: What the missing mention can actually point to
The article recommends using recorded sales objections and paid search query logs rather than generic category terms. It advises reviewing the last ninety days of Google Ads search terms, filtering for converting queries of four or more words, and comparing them with sales call notes to gather fifteen to twenty questions about constraints such as multi-currency support, accounting integrations, data residency compliance and migration costs. According to groas, a diagnostic tool may flag which attributes appear in answers that omit you, but it will not write the compliance page, make details readable in raw HTML, or update a directory.
Read more: Find buyer questions before you write another page
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[1] https://groas.com/post/an-open-letter-to-the-marketing-lead-who (the article this page answers from)