An AI citation audit that tells you
what to fix, not just what's broken.
Besible runs 60 prompts across ChatGPT, Claude, and Perplexity, scored against 10 citation factors trained on 181 B2B SaaS brands. The output is a ranked action list, not a dashboard to stare at.
How the 60-prompt audit works
We classify your category and pull 60 relevant prompts
We identify your product category from your domain and keyword, then draw from a prompt library built on how B2B SaaS buyers actually search. Recommendation queries, alternative queries, and budget queries cover the full range a purchase decision touches.
Each prompt is run live across all three AI engines
We fire each prompt at ChatGPT, Claude, and Perplexity and capture the full response. We record which brands appeared, which URLs were cited, and where in the response. This is live data, not scraped training data or cached results.
Results are scored across 10 factors and ranked by impact
The ML model, trained on citation outcomes from 181 B2B SaaS brands, scores your site against each factor. Gaps are weighted by expected citation lift and surfaced as a ranked action list so you see what to fix first, not just what's missing.
Five views. Every angle covered.
Every gap has a specific fix. Ranked by impact.
Not "improve your schema" but "add FAQ schema to /pricing: ChatGPT cites 4 competitors on this query and they all have it." Each action shows the estimated point gain so you work the highest-leverage items first.
The exact queries where you're invisible, and who's there instead.
Every gap classified by query type: recommendation, alternative, or budget. You see the prompt, the competitor being cited, and how many times, not a vague category score.
The exact sites that cite your competitors but not you.
Specific domains, DA scores, and competitor names, not "build more backlinks." Since these sites already cite your category, the bar for getting listed is lower than cold outreach.
Which URLs are being cited instead of you, per AI engine.
For every query you should appear in, you see which sources each AI engine actually cited. The Easy Wins filter surfaces low-DA sources cited frequently, so the list stays actionable.
The Reddit threads where your buyers are already asking.
Perplexity pulls 46.7% of its citations from Reddit. Active threads in your category are surfaced daily with engagement scores, tagged "Brand mention" when your keywords appear so you know when to act.
Each engine cites differently.
Each needs different signals.
A single unified score across all three engines hides where your actual gaps are. Besible breaks down your citation rate and action list per engine, because what fixes your ChatGPT score often doesn't move Perplexity.
Content you published recently may not be in scope. What matters is persistent, indexable pages with clear entity signals, not fresh blog posts.
Entity definition · Structured data · Source authority
If your positioning is vague, which is common on early-stage SaaS sites, Claude won't confidently place you in category queries even when your product is the right fit.
Entity clarity · Schema markup · Authoritative copy
The most responsive to fresh content and community signals. Reddit presence matters more here than on any other platform, and it's the easiest signal to build.
Reddit signal · Content freshness · Live indexability
Built for B2B SaaS teams who need answers, not dashboards.
Founder doing marketing yourself
Organic traffic dropped but you can't tell which AI queries are responsible or why competitors get recommended instead of you.
- Prompts driving your citation gap
- Competitor pages appearing in those slots
- Fixes ranked by impact, not guesswork
Head of Marketing at a Series A SaaS
Your CEO wants to know why a competitor appears in ChatGPT for your category, and you have no systematic answer.
- Per-engine citation rates with full breakdown
- Trackable 10-factor score your team can report on
- Backlink gap report showing who already cites competitors
Content or SEO lead moving into AI search
Your existing SEO work isn't translating to AI visibility and you're being asked to own GEO with tools that give scores but no fixes.
- Every missing prompt, classified by query type
- Article optimizer with specific rewrite reasons
- GEO ownership without buying another score-only tool
How it actually works
Get started free
See where you stand today.
It takes 60 seconds.
One free audit. Ten factors scored. Three AI engines checked. A ranked fix list with no monthly commitment required.
Free. No account needed. Takes about 60 seconds.