Primary observationTracked brand appears, but competitor and source signals are still uneven.
Review focusValidate source coverage before changing public pages or profiles.
Data confidenceLimited preview · Perplexity Sonar, Claude · 2026-05-28
How to read this sampleBuyer-facing interpretation guide
01Start with riskUse the summary cards to see whether the tracked brand is missing, contested, or supported.02Inspect rowsOpen the matrix and prompt map to see which prompt caused each signal.03Check competitorsLook for repeated alternatives before deciding what content or source work matters.04Review limitsTreat this as a scan-time observation, not a promise about future AI answers.
Detected opportunityCreate a dedicated implant pricing and consultation FAQ that answers recurring buyer prompts.
Top pressureChicago Dental Studio across 3 prompt clusters
Monitoring stateNext scheduled scan: 2026-06-28
Detected opportunities are generated from observed visibility signals and require user review. GMM Hub Visibility provides software monitoring outputs, not professional services or outcome guarantees.
AI visibility matrixPrompt x answer engine signal
2/12answers mention brand
3competitors observed
2 gapssource authority gaps
AllMentionedMissingContestedSource gap
PromptChatGPTClaudeGeminiPerplexity
best dental implant clinic in ChicagoCompetitorChicago Dental StudioQueuedNext scanNo brandReview/directoryMissingReview/directory
Chicago dental implants transparent pricingMentionedDentologieContestedOwn websiteSource gapOwn websiteQueuedNext scan
top rated implant dentist near West LoopMentionedArt of Modern DentistryQueuedNext scanSource gapMaps/search profileMentionedMaps/search profile
Scan logTimestamped workflow state
03:40 UTCQueuedWorkspace inputs locked03:42 UTCRunning promptsSelected AI engines scanned03:48 UTCEvidence capturedMentions, competitors, and sources parsed03:51 UTCExport readyDetected opportunities prepared for review
Prompt mapWhere the brand appears, disappears, or gets contested
Missingbest dental implant clinic in Chicago
Perplexity Sonar detected competitor pressure from Chicago Dental Studio via Review/directory.
Claude detected competitor pressure from Dentologie via Own website.
Claude2026-05-28 04:11 UTC
Mentionedtop rated implant dentist near West Loop
Perplexity Sonar detected competitor pressure from Art of Modern Dentistry via Maps/search profile.
Perplexity Sonar2026-05-28 04:14 UTC
Competitor pressureObserved in this demo scan by mention count and source pattern
#1Chicago Dental Studio
4 mentions across 3 prompt clusters
Own website, Review/directory
#2Dentologie
3 mentions across 2 prompt clusters
Maps/search profile, Publisher/other source
#3Art of Modern Dentistry
2 mentions across 2 prompt clusters
Own website, Review/directory
Review queuePrioritized work surfaced by the scan
Visibility gapCreate a dedicated implant pricing and consultation FAQ that answers recurring buyer prompts.
High impactEffort MNeeds review
Source gapReview review/directory profiles already cited by selected AI answers.
Medium impactEffort SReady
Competitor signalAdd comparison content for recurring Chicago dental implant competitors.
Medium impactEffort MQueued
Monitoring taskTrack implant, emergency, and cosmetic dentistry prompt clusters monthly.
Measured monthlyEffort SScheduled
Data provenanceWhat this demo is based on
Workspace typePublic demo preview
Input sourceBrand, market, category, competitors, and prompt set configured for demonstration
Models shownPerplexity Sonar, Claude
Capture window2026-05-28
Stored evidencePrompt, model, timestamp, answer excerpt, competitor, and source type
LimitationsWhat not to infer from this sample
Not exhaustiveThis demo does not cover every model, prompt, location, personalization state, or source.Not an outcome claimIt does not guarantee ranking, traffic, leads, revenue, or future model behavior.Not final adviceDetected actions are review candidates, not automatic recommendations.Not private accessEarly samples do not require customer credentials or private platform access.
What an export includes
Full workspaces include the prompt map, evidence table, competitor pressure, source classifications, review queue, and a read-only workspace link your team can share.
Workspace viewCSV evidenceRead-only URL
Executive summaryPrimary observation, selection risk, confidence, and next scan state.Prompt matrixPrompt-by-engine rows with status labels and supporting detail.Evidence CSVStructured evidence rows for internal review or client notes.Review queuePrioritized candidate actions with impact, effort, and status.