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AI Selection Metrics

Measure whether AI systems select your property, not just whether humans viewed it. Track AI Exposure, ASR, HSR, and Trust Score.

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The AI Selection Metrics

These metrics track how AI systems discover, evaluate, and recommend your properties—complementing traditional web analytics.

AI Exposure

Property was retrieved, considered, or evaluated by AI system for user intent

Tracks upstream demand before human conversion occurs

ASR (AI Selection Rate)

ASR = AI selections ÷ AI exposures. Measures how often AI selects your property.

Indicates how competitive your property is in AI discovery

HSR (Human Selection Rate)

Percentage of users who take action after AI recommendation.

Bridges the gap between AI recommendation and human action

AI Traffic

Number of AI system queries where property was retrieved or evaluated.

Shows patterns in AI-mediated discovery demand

Decision Status

CONSIDER / DEFER / REJECT status from AI evaluation.

Provides visibility into AI reasoning and selection criteria

Trust Score

Signal based on verified data, documents, photos, completeness, and freshness.

0.0-1.0 score mapping to Platinum/Gold/Silver/Bronze tiers

Metric Formulas

The calculations behind each AI Selection Metric.

ASR (AI Selection Rate)

Measures AI selection decisions

ASR = AI selections ÷ AI exposures
  • Selection occurs when AI includes property in recommendations
  • High ASR = property competitive for AI selection
  • Low ASR with high exposure = data improvements needed

HSR (Human Selection Rate)

Measures human follow-through

HSR = Human actions ÷ AI recommendations
  • Actions include booking, contacting, or inquiring
  • Bridges AI recommendation to human conversion
  • Low HSR = misalignment between AI and user expectations

Trust Score

Data reliability indicator (0.0-1.0)

Trust Score = (completeness × 0.4) + (documents × 0.3) + (photos × 0.2) + (freshness × 0.1)
  • Platinum: 0.90-1.00 (highest verification)
  • Gold: 0.75-0.89, Silver: 0.60-0.74, Bronze: 0.00-0.59
  • Indicates data reliability, not legal verification

AI Selection Funnel

Complete conversion path

AI Exposure → ASR → HSR → Action
  • Tracks property journey from AI evaluation to human action
  • Shows where properties drop off in AI discovery
  • Complements traditional conversion metrics

Traditional vs AI Metrics

Understanding the difference between web analytics and AI-mediated discovery metrics.

Traditional MetricAI Selection MetricKey Difference
Page ViewsAI ExposurePage views track human browsing. AI Exposure tracks when AI systems retrieve and evaluate properties for user queries.
Click-through Rate (CTR)ASRCTR measures ad clicks. ASR measures AI selection decisions based on data quality and user intent fit.
Conversion RateHSRConversion rate measures all traffic. HSR specifically measures human action after AI recommendation.
Bounce RateDecision Status (REJECT)Bounce rate measures quick page exits. Decision Status shows why AI systems did not select properties.
User RatingsTrust ScoreUser ratings reflect guest experiences. Trust Score indicates data completeness and verification status.
Traffic SourcesAI TrafficTraffic sources show where humans came from. AI Traffic shows AI system activity and demand patterns.

Important Guardrails

Understanding what these metrics do and do not guarantee.

What AI Selection Metrics Do NOT Guarantee

  • High ASR or Trust Score does NOT guarantee bookings — these metrics measure AI system behavior, not human transaction outcomes.
  • Metrics do NOT guarantee AI rankings — placement, visibility, and ranking in ChatGPT, Google AI Mode, Claude, Gemini, Perplexity, or any specific AI system depend on those systems' policies, algorithms, and training data.
  • Trust Score is NOT legal verification — it indicates data reliability based on completeness, documents, photos, and freshness. It is not a legal ownership certificate, safety guarantee, or replacement for due diligence.
  • Decision Status is NOT determined by HomeSelf — it reflects AI system evaluation outcomes based on user queries and property data.
  • AI Exposure is NOT the same as page views — it represents AI system activity, not direct human visits to your website.

What AI Selection Metrics DO Tell You

  • ASR shows property competitiveness — indicates how often AI systems select your property when they evaluate it.
  • AI Exposure reveals upstream demand — shows whether your property is being considered by AI systems before human decisions occur.
  • HSR measures AI-to-human conversion — captures the effectiveness of AI recommendations in driving human action.
  • Trust Score indicates data quality — higher scores correlate with more complete, verified, and current property data.
  • Decision Status provides AI reasoning visibility — helps identify why properties are or are not selected for recommendations.

How to Improve Your Metrics

Actions you can take to improve AI Selection Metrics and make your property more competitive in AI discovery.

Improve Data Completeness

Ensure all property fields are filled: location, amenities, policies, pricing, availability. Complete data contributes 40% to Trust Score.

Add Verified Documents

Upload ownership proof, permits, compliance certificates. Document verification contributes 30% to Trust Score.

Upload Verified Photos

Add clear, recent property photos. Photo verification contributes 20% to Trust Score and helps AI systems understand property attributes.

Keep Data Fresh

Regularly update pricing, availability, and property details. Data freshness contributes 10% to Trust Score and affects AI selection likelihood.

Match Guest Intent

Include attributes that match common guest intents: sea view, family-friendly, remote work, parking, flexible check-in, pet policies.

Define Clear Booking Path

Specify how users can book, contact, or inquire after AI recommendation. Clear action paths improve HSR.

Ask an AI about these metrics

Generate prompts that include metric definitions, formulas, and guardrails.

Prompt 1

Explain how ASR complements traditional revenue management metrics like occupancy, RevPAR, and ADR.

Prompt 2

What does AI Exposure reveal about upstream demand before booking occurs?

Prompt 3

How can revenue managers use the AI Selection funnel (Exposure → ASR → HSR) to optimize properties?

Prompt 4

What relationship exists between Trust Score and ASR?

Generated prompt will include all metric formulas and guardrails

Frequently Asked Questions

What is AI Exposure?

AI Exposure counts each instance where an AI system retrieved and evaluated a property for a specific user query. Unlike page views which track human browsing, AI Exposure tracks upstream demand before human conversion occurs.

How is ASR calculated?

ASR (AI Selection Rate) = AI selections ÷ AI exposures. A selection occurs when an AI system evaluates a property and decides to include it in recommendations to a user. ASR measures how competitive a property is in AI-mediated discovery.

How is HSR different from conversion rate?

HSR (Human Selection Rate) specifically measures the percentage of users who take action after an AI recommendation. Traditional conversion rates measure all traffic sources, while HSR isolates the AI-to-human conversion step.

What does Decision Status tell me?

Decision Status represents an AI system's evaluation outcome for a property: CONSIDER (selected for recommendation), DEFER (relevant but not top-priority), or REJECT (did not match requirements). This helps identify why properties may or may not be selected.

How is Trust Score calculated?

Trust Score is a computed indicator (0.0-1.0) based on: data completeness (40%), document verification (30%), photo verification (20%), and data freshness (10%). Scores map to tiers: Platinum (0.90-1.00), Gold (0.75-0.89), Silver (0.60-0.74), Bronze (0.00-0.59).

How do I improve my ASR?

Improve ASR by enhancing data completeness, adding verified documents and photos, keeping information current (data freshness), and ensuring property attributes accurately match what AI systems expect for relevant queries.

Track Your AI Selection Metrics

Create your first VPR and start tracking AI Exposure, ASR, HSR, and Trust Score for your properties.

View Your Metrics