B2B brands are usually absent from AI recommendations for one of twelve reasons, and in most cases several apply at once. The most common by a wide margin is the absence of comparative content anywhere on the web.
What follows is ordered by frequency, based on the pattern that shows up when running the same diagnostic across B2B software companies. Each entry includes the check that confirms it and the fix.
Work down the list: The first four are cheap and account for most of the gap:
1. No comparative content exists about you:
Why it blocks you? : A model answering “best tool for X” is assembling a comparison. To include you it needs a source positioning you relative to alternatives. If every mention of your product describes it in isolation, there is nothing for a comparative answer to use.
The check: Search for “[your product]” vs. and “[your product]” alternatives. If the only results are competitors’ pages about you, this is your primary problem.
The fix: Comparison pages against your three or four most-encountered competitors, plus an alternatives page for the largest. Include honest statements about where each competitor serves someone better that concession is what makes the rest credible.
Effort: 3–4 hours per page Impact : highest available.
2. Nothing outside your domain corroborates your claims:
Why it blocks you? : These systems weigh evidence and look for consensus. A vendor’s claim about itself is one self-interested data point. Independent sources describing you consistently is materially stronger.
The check: Search your brand name and exclude your own domain. How many third parties describe what you do? If the answer is under five, this is a significant gap.
The fix: Third-party roundup inclusion, review platform presence, community participation. This is distribution work with a four-to-six-month lead time and it is the component most companies skip.
Effort: Ongoing, 2–3 hrs/month. Impact: high, slow
3. Your basic facts are not extractable:
Why it blocks you ?: A model needs a specific, attributable statement. Marketing prose does not contain one.
“A revenue intelligence platform empowering modern go-to-market teams” states nothing extractable. “Sales call recording and analysis for B2B teams of 20–500, from $80 per user per month” states four facts.
The check: Read any page on your site. Try to extract one sentence that fully states what the product does and for whom. If you cannot, neither can a model.
The fix: State plainly in crawlable text: what it does, who it is for, what it costs, what it integrates with, what it does not do.
Effort: One day. Impact: high.
4. AI crawlers are blocked:
Why it blocks you?: You cannot be cited from content that cannot be read. Blocked crawlers guarantee absence from live retrieval.
The check: Open yourdomain.com/robots.txt` and look for GPT Bot, Claude Bot, PerplexityBot Google-Extended, CCBot, Two minutes.
The fix: Decide deliberately rather than by accident. If you monetize pageviews, blocking is defensible. If you depend on being recommended which describes almost all B2B SaaS blocking removes you from the layer where shortlists now form.
Effort: 10 minutes. Impact: total, where it applies.
5. Your pricing is gated:
Why it blocks you?: If no extractable pricing fact exists about your product anywhere, you are absent from every query comparing options on cost and cost is among the most common evaluation criteria.
The check: Ask an AI engine what your product costs. If it cannot say, or gives an outdated figure from a third-party source, you have found it.
The fix: Publish pricing, or at minimum a pricing structure and starting point even if exact figures require contact. This remains a legitimate commercial trade-off it has simply become more expensive than it was.
Effort: A decision, not a project. Impact: high in price-sensitive categories.
6. Your entity description is inconsistent:
Why it blocks you?: You call yourself one thing on your site, your G2 listing says another, Crunchbase says a third. The model reconciles these, generally following external consensus rather than your preferred framing and you end up categorized in a way you did not choose.
The check: Compare your category description across your website, G2, Capterra, Crunchbase, LinkedIn and your documentation. Note every variation.
The fix: Standardize the description everywhere. Add Organization and Software Application schema with `same As` pointing to verified profiles.
Effort: One day. Impact: medium-high.
7. Your review presence is thin or stale:
Why it blocks you?: Review platforms are among the most-cited sources for software recommendations. Recency signals an actively used product a profile that stopped in 2022 suggests a product that may have too.
The check: Count reviews on your two main platforms from the last six months. Under ten is thin.
The fix: Systematic requests at the points of highest satisfaction successful onboarding, resolved support, renewal. Two platforms done well beats five done thinly.
Effort: 30 min setup, 15 min/month. Impact: medium-high.
8. Your answers are buried:
Why it blocks you ? : Content structured for a committed reader context, background, then the point at paragraph six is expensive to extract from. A model wants a self-contained statement it can lift.
The check: Read the first sentence under each heading on your key pages, in isolation. Does each make complete sense with no knowledge of what preceded it?
The fix: Make every H2 a question a buyer would ask. Answer completely in the first sentence beneath. Expand afterwards for humans.
Effort: An afternoon for five pages. Impact: medium-high, cheapest on the list.
9. You are targeting only broad category queries:
Why it blocks you: Generic queries “best CRM software” are dominated by incumbents with a decade of accumulated authority. Specific queries are winnable and carry more intent.
The check: Look at what your content targets. Is it category-level, or does it address specific situations, industries and company sizes?
The fix: Build content for narrow, high-intent queries. Not “project management software” but “project management for architecture firms under 50 people.”
Effort: Strategic reprioritization. Impact: medium-high.
10. Your documentation is gated or nonindexed:
Why it blocks you ? : Documentation is cited more often than blog content, because it contains checkable facts rather than persuasion. A surprising number of companies no index their docs by accident during a subdomain setup.
The check: Search site: docs.yourdomain.com in Google. If nothing returns, your documentation is invisible.
The fix: Make docs public and indexable. Check for stray `no index` tags and robots’ directives on the subdomain.
Effort: Hours Impact: medium, frequently overlooked.
11. You have no presence where your category is discussed:
Why it blocks you?: Community discussion Reddit especially carries weight because independent practitioners converging on a recommendation is strong evidence, difficult to fake, and comes with the caveat’s vendor content omits.
The check: Search Reddit and relevant forums for your category. Are competitors named in recommendation threads while you are not?
The fix: Have people who genuinely use your product participate honestly, with affiliation disclosed. Answer questions. Be useful without pitching. Twelve-month effort, no shortcut.
Not the fix: Astroturfing. Detectable, punished severely, and the reputational cost exceeds the invisibility.
Effort: Ongoing. Impact: medium-high in technical categories.
12. You are being described incorrectly:
Why this is different? : This is not invisibility. The model has confidently synthesized something wrong from stale or thin sources and will keep saying it until those sources change.
Common versions: Discontinued features listed as current, pricing from two years ago, wrong category, comparison against companies you do not consider competitors. In regulated categories, compliance claims attributed incorrectly a serious problem in either direction.
The check: Ask an AI engine to describe your product. Check every factual claim.
The fix: Document with screenshots. Trace the source Perplexity’s citations help. Correct your own pages with plain, dated statements. Update every third-party listing you control. Contact publishers where a third-party article is wrong.
Then wait. Updates take weeks, not days.
Effort: Varies. Impact: address before working on visibility amplifying a wrong description makes things worse.
How to work through this list?
Run the four cheap checks first: robots.txt, extractability, entity consistency, and whether comparative content exists. Together they account for most of the gap and take under two hours.
- Week 1: Items 4, 3, 6, 8. All technical or structural, all cheap, all fast.
- Month 1: Items 1, 5, 10. Content and decisions.
- Quarter 1: Items 2, 7, 11. Distribution. Slowest, most durable, most skipped.
- Immediately, if it applies: Item 12. Fix accuracy before amplifying anything.
Then re-run your prompt set in eight weeks. Movement appears first on specific and alternatives queries, before broad ones
Frequently Asked Questions:
How many of these usually apply at once?
Typically, four to six. They compound thin corroboration and no comparative content together produce near-total absence.
Which one matters most ?
The absence of comparative content, by a clear margin. It is also the most fixable, since it is a finite build rather than an ongoing effort.
Can I fix these without a developer?
Most of them. Schema and robots.txt may need light technical help on some platforms. Comparison content, extractability, review presence and community participation do not.
How long before fixes show up?
Structural and content fixes typically show movement in eight to fourteen weeks on narrow queries. Distribution work takes four to six months.
What if I fix everything and still do not appear?
In categories with deeply entrenched incumbents, the generic query may not be winnable. Check whether you appear on specific and alternatives queries that is where movement happens first and where the intent is higher.
Is being described incorrectly worse than being absent?
Frequently, yes. Absence is a visibility problem with a clear path. An inaccurate description actively misinforms buyers and persists until the underlying sources change.