AI answers shape first impressions
Prospects increasingly use generated answers to create their first shortlist of credible providers.
Audit and monitor your visibility across ChatGPT, Perplexity, Gemini, Google AI, Copilot and Claude. See where your brand appears, where competitors win, which sources shape the answers, and what to improve next.
Illustrative audit workspace
“Which compliance platforms are best for fast-growing European SaaS companies?”
Frequently recommended options include Meridian Cloud, Atlas Control and Clearframe. These platforms are commonly cited for enterprise controls, integrations and implementation support.
gartner.com
Category authority
g2.com
Review evidence
techradar.com
Comparison source
Strong but fragile visibility
Mention rate
46%
Citation rate
22%
Build third-party evidence around enterprise controls before expanding the prompt set.
Competitors win this topic through authority sources, not stronger product-page coverage.
They ask which provider to trust, which product to compare, which local business to choose, and which brand is worth contacting. If your company is missing from those answers, competitors can own the decision before you ever get the click.
Prospects increasingly use generated answers to create their first shortlist of credible providers.
A competing brand can own the comparison before a buyer visits your site or sees your strongest evidence.
Directories, reviews, publications and consistent third-party references help shape which brands appear.
Measure how AI engines represent your brand, see who gets recommended instead, and turn evidence into prioritized actions.
Measure observed brand visibility, competitors, citations, and gaps across a defined prompt set.
02See which competitors AI engines recommend instead and where your evidence is weaker.
03Track priority prompts, source shifts, and competitor movement with monthly executive reporting.
Each audit is scoped across selected engines, prompts, competitors and sources to create a reliable snapshot of your current AI visibility.
A structured indicator built from brand mentions, competitor presence, source authority, platform coverage and consistency across prompts.
The score is a decision-support indicator for the agreed audit scope. It is not an official engine metric or a ranking guarantee.
Global score
Based on 40 prompts, six engines and four named competitors.
Brand present across tested prompts
Answers supported by your owned or earned sources
Category answers occupied by competing brands
Engines where your brand is consistently visible
Strength of sources connected to your brand
Alignment of positioning across answers
Track score changes, prompts won and lost, cited sources, competitors ahead, recommendations and monthly progress in one workspace.
Sample monitoring dashboard
Updated 03 Jul 2026 · 09:40 CET
68 / 100
+9 pts since June23 / 40
+5 prompt wins18
+3 new sources3
1 fewer this monthGlobal score across the monitored prompt set
Close the enterprise comparison gap
HighBuild coverage on cited authority domains
HighStandardize category language across profiles
Medium| Prompt | Engine | Brand visible | Competitor cited | Opportunity |
|---|---|---|---|---|
| Best compliance platforms for European teams | ChatGPT | No | Yes | High |
| Leading AI governance software | Perplexity | Yes | Yes | Medium |
| Northstar vs Meridian Cloud | Gemini | Yes | Yes | Low |
| Which compliance tool is best for scale-ups? | Google AI | No | Yes | High |
| Trusted enterprise compliance platforms | Copilot | No | No | Medium |
Scroll horizontally to view all columns.
Ordered by citations in the current period
| Domain | Citations | Coverage | Movement |
|---|---|---|---|
| gartner.com | 12 | Competitors only | Risk |
| g2.com | 9 | Brand + competitors | +2 |
| techradar.com | 6 | Competitors only | Gap |
| northstar.example | 5 | Brand present | +3 |
Scroll horizontally to view all columns.
Not just screenshots and vague scores. Your audit includes a structured visibility score, prompt-by-prompt findings, competitor analysis, source gaps and a prioritized action plan.
Illustrative sample report preview
Executive summary
Visibility baseline and material findings
Sample indicator
Strong but fragile
Sample scope: 48 prompts
Competitor benchmark
Recommendations, engines and cited sources
Action roadmap
Prioritized actions, owners and expected signal
Fix category positioning
Owner · signal · milestone
Build cited-source coverage
Owner · signal · milestone
Publish comparison evidence
Owner · signal · milestone
Clear scope, premium reporting, competitor analysis and no ranking guarantees.
Focused AI visibility audit for one brand, one market, and a defined prompt set.
Full benchmark audit with competitor visibility, source analysis, readiness review, and strategic recommendations.
Monthly AI visibility tracking with updated observations, competitor movements, source shifts, and executive reporting.
AI answers vary by user, model, context and time. We do not promise fixed rankings inside AI engines. We measure your current visibility, identify gaps and prioritize actions that can improve your visibility signals over time.
AI Visibility describes whether, where and how your brand appears in AI-generated answers, including the competitors and sources mentioned alongside it.
Run a free preview to see where you appear, where competitors win and which actions deserve priority.
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