OverviewAI Search InsightsDiagnosis
AI Visibility Analytics & Share of Voice

See exactly how every location shows up in AI search.

Track your practice Visibility Score and Share of Voice, monitor how you rank against competitors prompt-by-prompt, and discover how conversational AI describes each clinic location.

AI Visibility Score · Multi-Location Summary
Live Benchmark

Overall Score

79%

+12% vs last mo

Share of Voice

44%

#1 in Market

Prompt Rank

#1.4

Avg position

Location-by-Location Share

Scottsdale Main88.4% Visibility
Phoenix Central76.2% Visibility
AI Sentiment Highlight:

LLMs cite your clinic as "consistently praised for gentle patient care, board certifications, and transparent online booking."

Share of Voice

Competitive AI Benchmark

Measures citation frequency for your clinic versus competing local providers for specialty prompts.

Prompt-by-Prompt

Granular Rank Tracking

Tracks visibility rank, score, citation share, and citation position for high-intent patient queries.

Location-Specific

Multi-Clinic Visibility

Isolates rankings per satellite clinic so high-performing clinics never mask underperforming locations.

Granular Analytics

Track how generative AI recommends your doctors and facilities.

Traditional keyword ranking dashboards don't show what ChatGPT or Perplexity tells patients. Quadline provides exact conversational search intelligence.

Visibility Score & Share of Voice

How often does generative AI mention your clinic?

Track your AI Visibility Score across every major conversational search platform. See precisely how often each of your clinic locations is recommended when local patients query ChatGPT, Perplexity, Gemini, and Claude for your key specialties — and compare your citation share against competing regional practices.

Reporting Capabilities

  • Aggregate AI Visibility Score updated across scheduled crawl intervals
  • Share of Voice comparisons benchmarked against top regional competitors
  • Multi-model tracking across OpenAI, Perplexity, Google, and Anthropic
Multi-Location Performance

How does your practice rank across every physical location?

When conversational AI answers a local healthcare prompt, it selects top recommendations. Sandra tracks where each of your clinic facilities lands — identifying satellite clinics that dominate local answers and flagging locations that are being bypassed for competitors.

Reporting Capabilities

  • Per-location visibility breakdown across Scottsdale, Phoenix, Mesa, and regional hubs
  • Highlights under-cited facilities so optimization resources are deployed where needed most
  • Geocoded prompt simulation replicating authentic local patient search intent
Entity Sentiment & Perception

Discover how AI engines describe your practice and providers.

Generative engines don't just list names — they describe your clinic's atmosphere, clinical strengths, doctor reputations, and wait times before patients ever call your front desk. Sandra extracts the key sentiment attributes AI models associate with your doctors.

Reporting Capabilities

  • Sentiment monitoring surfacing cited strengths (e.g. gentle bedside manner, state-of-the-art tech)
  • Identifies negative AI perception clusters originating from outdated review sites
  • Actionable recommendations to seed authoritative positive clinical citations
Deep Prompt Analytics

Granular prompt-level ranking and citation audits.

Evaluate exact high-value prompts: 'Best healthcare practice accepting new patients near me', 'Top-rated clinic open Saturday', 'Same-day appointment near me'. See your citation rank, citation share, and whether your online booking engine is directly linked.

Reporting Capabilities

  • Prompt-level visibility rank, visibility score, and citation share metrics
  • Direct verification of online scheduling deep-links embedded in AI citations
  • Historical trend lines showing citation momentum after schema and content deployment
Frequently Asked Questions

Questions about AI Search Insights & Analytics

What is an AI Visibility Score?

The AI Visibility Score is Quadline's composite metric measuring how frequently, prominently, and accurately your healthcare practice is cited by generative AI engines across a standardized battery of high-intent patient prompts.

How does Share of Voice work in generative search?

Share of Voice measures the percentage of AI-generated answers for your clinical specialty in your geographic market that cite your practice versus competing providers. If 100 patient queries about 'dental implants' cite your clinic 42 times, your Share of Voice is 42%.

Does AI Search Insights access private patient inquiries or EHR data?

No. All insight data is derived from synthetic prompt interrogations across public LLMs and public citation graphs. Sandra never accesses, collects, or analyzes private patient records, EHR charts, or confidential consultation notes.

How frequently are AI Search Insights reports refreshed?

Reports refresh automatically on a scheduled cadence (weekly or monthly) or immediately following major practice schema updates, so leadership always has fresh competitive visibility intelligence.

Important Compliance & Liability Notice

Quadline AI Search Insights and Sandra are marketing analytics and discovery tools engineered exclusively to measure public search engine citations and entity prominence. Sandra does not provide clinical care, medical diagnosis, or treatment guidance. Insight metrics are generated via simulated prompt queries against publicly accessible AI models and public medical directory records. Sandra never accesses, ingests, processes, or trains upon Protected Health Information (PHI) or Electronic Health Records (EHR). Visibility Scores, Share of Voice figures, and ranking positions are illustrative analytical estimates and do not guarantee clinical revenue or specific ranking outcomes. All data pipelines comply with HIPAA security safeguards.

Track your practice's presence across every generative AI engine.

Benchmark your visibility against competitors and discover what patients learn about your clinic before they pick up the phone.