This checklist pulls together the specific, checkable items covered across the pieces linked throughout the site, in one place, in the order worth checking them. Each item links to the fuller research behind it.

Layer 1: crawler access

  1. Confirm GPTBot, OAI-SearchBot, PerplexityBot, Perplexity-User, ClaudeBot, Claude-User, and Claude-SearchBot are not blocked in robots.txt, checked by name, not by a generic "block AI" comment.
  2. Confirm you haven't blocked GPTBot for training-opt-out reasons while leaving OAI-SearchBot, the one that actually governs ChatGPT search inclusion, untouched or vice versa.
  3. Confirm key content, pricing, specs, comparisons, exists in the raw HTML response, not only after client-side JavaScript rendering.

Full detail: why your SaaS doesn't show up in AI answers.

Layer 2: content structure

  1. State pricing somewhere a crawler can read it, even a starting price or range. The single clearest gatekeeper factor in controlled citation research.
  2. Write a self-contained 40 to 60 word direct-answer capsule for each real sub-question a page addresses, positioned near the relevant heading.
  3. Keep that capsule free of embedded links. An audit of real ChatGPT-referred posts found roughly 91% of cited passages had none.
  4. Include original data or a genuine proprietary insight on key pages, the trait present in over half of cited posts in the same audit.
  5. Replace vague adjectives with real numbers and specifications throughout comparison and product pages.
  6. Publish honest, direct comparisons against named alternatives, the exact format buyers ask AI for.
  7. Keep pricing and comparison pages visibly current. Recency is a measured gatekeeper factor, not a nice-to-have.

Full detail: how to get your SaaS cited on the sources AI trusts and the main AI visibility guide.

Layer 3: measurement

  1. Confirm your GA4 property has the native AI Assistant default channel active.
  2. Add a custom channel grouping to catch AI referrer domains the default group might still miss.
  3. Treat Direct traffic spikes with high engagement on comparison or pricing pages as a proxy signal for uncounted AI referrals.
  4. Set up the Generative AI performance report in Search Console.
  5. Track appearance rate across a consistent, repeated prompt set over time, not a single tool's ranking snapshot, which the evidence shows is close to meaningless run to run.

Full detail: how to measure AI referral traffic and AI visibility tools: what they actually show you.

Layer 4: third party presence

  1. Confirm accurate, current presence on the review platforms your specific buyers actually consult, not a generic list.
  2. Confirm accurate presence in the communities, Reddit and similar, that show up when your category gets discussed.
  3. Do not withhold this in favor of owned content alone. Original experiment data found both channels function as independent citation sources, not substitutes for each other.
  4. Re-check all of the above periodically. AI answers drift, pages go stale, and a passing audit today isn't permanent.

A note on schema

Structured data is not on this list as an AI-specific requirement, because it isn't one. Google states directly that there's no special schema.org markup required for generative AI search. Use standard schema (Organization, Product, FAQPage, BlogPosting) for its normal purpose, rich results and machine understanding, not as a magic AI-visibility switch.

Running this checklist properly against your actual pages, not a generic version of it, is what a real audit does. That is what I do.

FAQ
What should be on an AI visibility checklist?
Four layers: crawler access (robots.txt, JavaScript rendering), content structure (answer capsules, pricing, evidence, freshness), measurement (GA4, Search Console), and third party presence (review sites, communities). Each layer has specific, checkable items backed by primary research.
Is this checklist specific to B2B SaaS?
The underlying mechanics apply to any business, but the items are prioritized and framed for B2B SaaS specifically: comparison pages, pricing transparency, and review platform presence carry more weight for software buying committees than for other categories.

Sourced from the primary research cited across the linked pieces: OpenAI, Perplexity, and Anthropic crawler documentation · What Gets Cited, SIGIR 2026 (arXiv:2605.25517) · Search Engine Land's 15-domain ChatGPT citation audit · SparkToro/Gumshoe.ai's 2,961-prompt consistency study · Loamly's 446,405-visit AI traffic analysis · Google Search Central. Accessed July 25, 2026.