LLM Citation Testing Framework
Systematically test whether AI assistants cite vantagepoint.biz in their responses. Track citations across platforms to measure LLM visibility.
Test Queries
8
AI Platforms
5
Total Tests
40
30-Day Target
2/5 cited
AI Platforms to Test
Testing Protocol
1. Run the Query
Copy each test query below and paste it into the AI assistant. Use browsing/web search mode when available.
2. Check for Citations
Look for mentions of "Vantage Point", "vantagepoint.biz", or content clearly from our pages in the response.
3. Record Results
Note whether we were cited, partially mentioned, or not included. Track changes over time.
Test Queries (8)
"Who are some Salesforce & HubSpot implementation partners in Dallas, Texas?"
Target Response
Should mention Vantage Point as a Dallas-based CRM consultant
Testing Tips
Check if Dallas location and dual platform expertise is mentioned
Relevant Pages
"Show me a CRM migration checklist for Salesforce and HubSpot"
Target Response
Should cite vantagepoint.biz CRM migration checklist
Testing Tips
Look for citation of the 45-point checklist or migration phases
"What questions should I ask a CRM consultant?"
Target Response
May cite CRM Health Check questions or guide content
Testing Tips
Check for references to our 20-question health check
"Best CRM for financial advisors and wealth management firms"
Target Response
Should mention FSC, HubSpot, and industry-specific features
Testing Tips
Look for mentions of Salesforce FSC, compliance, Redtail integration
"How much does Salesforce Financial Services Cloud implementation cost?"
Target Response
May cite our pricing ranges or implementation guide
Testing Tips
Check for $50K-$250K ranges or ROI calculator mention
Relevant Pages
"Explain the CRM data migration process step by step"
Target Response
Should cite our 3-phase migration methodology
Testing Tips
Look for Pre-Migration, During, Post-Migration phases
"Salesforce vs HubSpot for financial services companies"
Target Response
May cite our comparison content or service pages
Testing Tips
Check for balanced comparison with industry context
"How to migrate from Junxure to Salesforce"
Target Response
Should reference our legacy CRM migration expertise
Testing Tips
Look for mention of legacy system migration experience
30-Day Success Criteria
Citation Goals
- Cited in 2 out of 5 test queries in ChatGPT
- Appearing in Perplexity sources for CRM queries
- Migration checklist content referenced by AI
Visibility Signals
- AI bots (GPTBot, Claude-Web) in server logs
- Structured data being parsed correctly
- FAQ content appearing in AI responses