What actually predicts
whether AI recommends your brand.
We analyzed 3,334 AI citations across 181 B2B SaaS brands. Some findings match the standard GEO advice. Others contradict it. This resource covers both.
Buyers are skipping Google.
They're asking AI.
Generative engine optimization (GEO) is the practice of making your brand the one AI systems cite when someone asks about your category. Unlike SEO, where you compete for a position in a list of ten results, LLMs cite two to seven sources per response. The citation math is zero-sum at startup scale.
The key metric is citation rate: how often your brand appears across the prompts that matter in your category. A brand can rank on page one of Google for its main keyword and have a citation rate of zero across ChatGPT, Claude, and Perplexity. These are not the same audience anymore.
Three things have to go right before AI cites you.
Every AI response goes through three stages. Fail any one and you don't get cited, no matter how good your product is.
Retrieval
The AI queries external sources to find content relevant to the prompt. What it retrieves is shaped by what is indexed, what is authoritative, and how well your content matches the semantic structure of the question.
Ranking
Not every retrieved source gets cited. The model ranks candidates by domain authority, entity clarity, and relevance to the specific prompt, and the weight each platform gives to each factor varies significantly.
Synthesis
The AI writes its response by stitching together retrieved, ranked content into a coherent answer. You do not get cited because a page was well-written. You get cited because the content was structurally clear, credibly sourced, and matched to the prompt's format.
The four factors we measure in every audit.
These are not the only factors that influence AI citations, but they are the four with the clearest signal-to-action path for a B2B SaaS team working without an agency.
Source authority
AI engines inherit authority signals from the web: if the sites that mention your brand have low domain authority themselves, those mentions contribute less to your citation probability. The goal is not volume of mentions but authority of mentions.
For ChatGPT in particular, domain authority is the strongest lever — third-party editorial coverage and high-authority backlinks are the highest-leverage investments.
Entity clarity
AI systems build a knowledge model of your brand: what you do, who you serve, what category you belong to. If your website, third-party coverage, and community mentions describe your brand in three different ways, the AI's model of you is blurry, and blurry brands get cited less.
Consistent category language across your site, your G2 profile, and your press mentions is the fastest way to improve entity clarity without building new content.
Community presence
For Perplexity, Reddit threads are a primary citation source: 46.7% of Perplexity's citations come from Reddit. The signal is not raw volume of Reddit mentions but subreddit diversity: mentions spread across multiple relevant communities outperform deep concentration in one subreddit.
Community presence has a smaller weight on ChatGPT and plays almost no role in Claude's citation model, which is knowledge-base-driven rather than real-time retrieval.
Citable content
The content format matters more than the content score. "Alternatives to X" articles account for 34.3% of all AI citations in our dataset, far ahead of any other format. If you are not publishing comparison and alternatives content in your category, you are absent from the most-cited format.
How-to guides receive very few AI citations across all three platforms. They build SEO equity, but they are not the format AI engines favor for recommendations.
Each platform cites differently. Optimize accordingly.
A strategy that lifts your Perplexity citation rate often does not move your ChatGPT score, and vice versa. Here is what the data shows per platform.
- ~1 billion users asking product questions daily
- Cites Wikipedia in 47.9% of top B2B SaaS responses
- Model knowledge updated periodically, not real-time
- Rewards structured, authoritative product pages
- Real-time web retrieval on every query
- 46.7% of citations come from Reddit
- Fresh content and backlinks matter most
- Community validation = citation validation
- Does not provide URL citations in standard chat
- Favors authoritative, clearly-structured sources
- Strong entity clarity drives high recall
- Training data and knowledge base, not real-time retrieval
GEO terms, defined for B2B SaaS.
No enterprise jargon. Just the terms you'll see in this resource and in your Besible audit results.
Research and practical guides.
The guides below are ranked by how often the Academy ICP searches their core question, not by publish date.
Put it into practice
See where your brand stands on every factor above.
The free audit runs 60 prompts across ChatGPT, Claude, and Perplexity, scores your brand on each citation factor covered in this guide, and returns a ranked fix list. Takes 60 seconds.
No signup. No credit card. No strings.