This is early data collection. Trends and comparisons will be available after 30 days of tracking.
180
Sample Size
95%
Confidence Level
±3.5%
Margin of Error
2,340
Total Queries
4
LLM Platforms
📋 Methodology
Data Collection: 180 businesses queried across ChatGPT, Gemini, Claude, and Perplexity using industry-specific prompts.
Scoring: Weighted average of mention frequency, position in recommendations, and sentiment analysis.
Score (0-100): Composite visibility metric across all LLM platforms
Mention Rate: % of queries where business appeared in response
Top 3 Rate: % of mentions in top 3 recommendation positions
Period: 2026-01-19T00:00:00.000Z to 2026-01-19T23:59:59.999Z
8
Critical
Minimal AI visibility. Urgent action needed to establish AI presence.
📈 Key Metrics
180
Businesses Tracked
2,340
AI Queries
2.7
Avg Mentions/Business
6%
Top 3 Rate
📊 Industry Insight
Marketing & Advertising shows 2.7 avg mentions with 6% Top 3 rate.
Focus on reviews, consistent NAP data, and structured schema markup to improve AI visibility.
🔗 Top Citation Sources
seo.com3 (17%)
scaleup.digital1 (6%)
mpls.st1 (6%)
hatch.co1 (6%)
curadebt.org1 (6%)
acquisition.io1 (6%)
massive.com1 (6%)
smartly.io1 (6%)
💡 Recommendations
⚡ Quick Wins (Free, <1 hour)
📍 Claim Google Business Profile: Ensure your GBP is fully completed with accurate NAP (Name, Address, Phone), hours, and categories
❓ Add FAQ Page: Create a dedicated FAQ page with industry-specific questions that AI assistants commonly answer
🌐 Reddit/Forum Presence: Participate authentically in industry subreddits and forums where AI models source recommendations
⭐ Review Generation: Actively request customer reviews on Google, Yelp, and industry-specific platforms
🔧 Advanced Optimizations
🏗️ Schema Markup: Implement LocalBusiness, Service, FAQ, and Review schema on your website
📊 Entity Content: Create content that clearly defines your business entities, services, and service areas
📰 Local PR: Get mentioned in local news outlets with clear Entity-based language (e.g., "[Business] is a [City] [Service] provider")
🎯 Industry-Specific Actions
Low mention rate (2.7 avg). Focus on getting listed in directories AI platforms cite.
Only 6% top-3 rate. Improve content authority and reviews to rank higher.
75% not listed rate. Ensure business info is consistent across platforms.
Only 26% positive sentiment. Focus on improving customer reviews and reputation.
Customer pain points: Need for measurable results and ROI, Need for groundbreaking creative campaigns, Need for measurable ROI. Address these in content.
Content gaps identified in: niche_value, enterprise_landscape, core_market_analysis. Create content for these queries.
🤖 Understanding LLM Visibility
ChatGPT (OpenAI)
Uses Bing search index, prioritizes websites with clear structure, schema markup, and authoritative backlinks. Best for businesses with strong traditional SEO.
Gemini (Google)
Leverages Google's search index and Knowledge Graph. Strongly favors Google Business Profiles, reviews, and entities in Google Maps.
Claude (Anthropic)
Relies on training data + web search. Prefers comprehensive, well-organized content with clear factual claims and citations.
Perplexity
Heavily indexes Reddit, forums, and user-generated content. Zero visibility often means no presence on discussion platforms or niche review sites.
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