AI VISIBILITY AUDIT — SAAS
AI builds your buyer's shortlist. If it can't read your site, you're not on it.
We scanned close to 100 B2B SaaS companies to see how they appear when buyers search on ChatGPT, Perplexity and Google AI Overviews. More than half had a meaningful visibility gap. Here is what that means for your pipeline.
By the numbers
51%
G2, 2026
51%
Of buyers think more highly of a SaaS vendor when AI includes them in an answer
G2, 2026
87%
Of SaaS brands have zero AI search mentions across ChatGPT, Perplexity and Google AI
Search Engine Journal, 2026
Why B2B SaaS buyers are switching from Google to AI search
Buyers ask AI to shortlist software before they read a single comparison page themselves.
When someone needs a project management tool, a CRM, a data platform, or a compliance solution, they no longer open a browser and read ten comparison pages. They ask ChatGPT. They ask Perplexity. They get a shortlist of three and they start there.
Being indexed and being recommended are two different outcomes. Most SaaS sites solve for the first. Xyra Foundry audits the second, the UX and content layers where comparison decisions actually happen.
The B2B SaaS companies on that shortlist are not always the most capable or the most established. They are the ones whose websites are structured in a way AI can read, extract, and recommend with confidence. If your content architecture is not built for retrieval, you do not get recommended. You do not even get considered.
Findings from close to 100 SaaS companies
We ran structured AI visibility scans across close to 100 UK SaaS companies, testing how each appeared across five prompt types on ChatGPT, Perplexity and Google AI Overviews. We tested what happened when large language models were asked to recommend, compare and evaluate solutions in each company's category.
54%
Medium and Low Visibility
Appearing inconsistently or not at all, missing from the comparison, category and use-case prompts where buyers build their shortlist.
46%
Recognisable by name, but still absent from the comparison and category discovery prompts where buying decisions actually form.
High Visibility (branded only)
Scans conducted across close to 100 UK SaaS companies spanning HR tech, fintech, compliance, operations, procurement, data platforms and specialist verticals. Prompt types tested: unbranded category search, decision query, comparison query, use-case query, branded query.
What AI visibility audits reveal in SaaS companies
These are the patterns we see most often. None of them require a website rebuild.
All of them have a fix.
1
Your product content is not built for comparison prompts
When buyers ask AI "what is the best CRM for a 50-person sales team" or "compare project management tools for agencies," AI looks for content that directly addresses use-case specifics, competitor differentiation, and buyer context. Most B2B SaaS websites are built around features. Feature content alone does not get retrieved in comparison mode.
2
Your authority signals are not readable across third-party platforms
AI citations are driven by reviews and third-party editorial mentions, not your own site. AI uses G2, Capterra, Trustpilot and independent editorial sources to validate the recommendations it makes. If your review profile is thin, or your product is absent from industry roundups and "best of" lists, AI will not surface you with confidence. It defaults to the competitor with cleaner external signals.
3
Your use-case content is written for search, not for retrieval
AI is not looking for keyword density. It is looking for content that maps capabilities to specific business problems in a structured, extractable format. If a buyer's question cannot be answered directly from your page, your page does not get cited. Most B2B SaaS sites fail this test on their most important use cases.
4
Your highest-intent visitors arrive to the wrong page
AI-referred buyers convert at a significantly higher rate than search visitors, but only when the page they land on matches the intent they arrived with. These buyers are already mid-funnel. They have chosen a category. They are evaluating fit. If they land on a generic homepage or a feature list, the moment is lost before it starts.
What Makes Xyra Different
An AI Readiness and Buyer Journey Audit
Most GEO tools tell you whether AI can find your website. Xyra assesses and benchmarks whether AI can find you, understand you, recommend you, and convert the buyers it sends your way.
For SaaS companies, that means testing whether your product, use cases and proof points are structured well enough for AI to put you on a buyer's shortlist instead of a better-documented competitor.
Three ways to work with us
Start where you need to. Most clinics begin with Diagnose to understand where they stand, then move to Fix once priorities are clear.
All engagements start from £699.
Tier 1 - Diagnose
AI visibility score across 30 items. Top issues identified and ranked. Clear view of where you stand vs competitors. Delivered as a structured report.
Tier 2 - Understand
Full annotated audit across all four pillars. Specific UX and content recommendations. Conversion friction analysis. Prioritised by revenue impact.
Tier 3 - Fix
Everything in Understand. 90-day prioritised roadmap. Backlog ready for your team to action. Optional implementation support.
Exact scope and tier confirmed at point of enquiry.
Frequently asked questions
1
Why is my SaaS product not appearing in ChatGPT or Perplexity results?
The most common reason is that your content is not structured in a way large language models can extract and use to answer a buyer's question. AI systems do not read websites the way humans do. They look for content that directly addresses specific use cases, maps features to business problems, and is supported by external authority signals such as reviews and editorial mentions. If those elements are missing or poorly structured, AI bypasses your product in favour of a competitor whose content is easier to retrieve and recommend.
2
What is the difference between SEO and GEO for B2B software companies?
SEO optimises your website to rank in traditional search results. Generative engine optimisation(GEO) optimises your content and structure to be retrieved, cited and recommended by AI systems such as ChatGPT, Perplexity and Google AI Overviews. For B2B SaaS, the distinction matters because AI-referred buyers behave differently: they arrive mid-funnel, already in evaluation mode, and convert at a significantly higher rate than search visitors. Being ranked on Google does not guarantee you will appear in AI-generated answers.
3
How do I get my SaaS product recommended by AI when buyers are researching solutions?
Appearing in AI-generated answers requires three things to work together: your content must be structured so AI can extract clear answers to buyer questions; your entity (what your product is, who it is for, and what makes it different) must be consistent and readable across your site and third-party sources; and your decision journey must be built for buyers who arrive already in evaluation mode. Most B2B SaaS sites address none of these consistently. An AI Readiness UX Audit identifies exactly where the gaps are and what to fix first.
4
Does Xyra Foundry only audit SaaS companies?
No. SaaS is one of several high-consideration sectors we audit, alongside law firms, finance firms, aesthetic clinics and cosmetic surgery, and home care providers. Each sector page reflects the specific prompts, competitors and trust signals buyers use in that category.