Named in 10 of 24 tested answer paths.
Anonymized sample report
AI Visibility Audit for a B2B analytics brand
A practical example of what a founder, marketer, or agency client receives: prompt coverage, competitor gaps, source trail, and the content fixes most likely to influence AI recommendations.
Visibility score
The brand is present, but not trusted enough to lead.
62
/100
Only 4 prompts placed the brand in the first three options.
Praised for simplicity, questioned for enterprise depth.
AI engines cite directories more often than owned pages.
What AI engines currently believe
The brand is understood as a lightweight analytics tool for smaller SaaS teams, but answer engines do not consistently understand why it beats larger alternatives.
Clear
Easy setup, simple dashboards, fast onboarding.
Weak
Integration depth, compliance proof, enterprise migration story.
Gap
Few direct pages answer "best for startups" and "alternative to Mixpanel" intent.
Prompt class coverage
Prompt evidence
Where the brand wins, disappears, and loses to named competitors.
| Buyer prompt | Intent | ChatGPT | Perplexity | Gemini | Signal |
|---|---|---|---|---|---|
| Best lightweight analytics tools for a 20-person SaaS team | Shortlist | #4 | Absent | #3 | Unstable |
| PostHog alternatives for non-technical product teams | Alternative | #3 | #5 | Absent | Recoverable |
| Analytics tools with Segment and HubSpot integrations | Integration | Absent | Absent | Absent | Missing page |
| Simple analytics for GDPR-conscious SaaS startups | Trust | #2 | #3 | #2 | Defend |
Good recognition, weak first-choice ranking.
Wins "best tools" prompts with stronger listicle presence.
Wins integration prompts with deeper owned documentation.
Source trail
Answer engines trust the market's memory more than your website.
Homepage, pricing, and documentation were cited inconsistently.
Review directories and old comparison posts shaped several summaries.
No dedicated pages for integrations, migrations, alternatives, compliance, or agency use.
Action backlog
The five fixes we would ship first.
Create a "Best analytics for SaaS startups" page
Target direct shortlist prompts with buyer language, proof, screenshots, and alternatives.
Publish three competitor alternative pages
Answer switch intent with concrete trade-offs, migration notes, and pricing context.
Strengthen integration proof
Build pages for Segment, HubSpot, Stripe, and warehouse sync use cases.
Refresh directory positioning
Update profiles where AI engines repeatedly cite outdated category descriptions.
Add FAQ schema to pricing and docs
Give answer engines cleaner source material for pricing, privacy, and data retention questions.
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