Resources
Methodology
Technical deep-dives into how AI Pulse measures share-of-answer and verifies PI-backed claim defensibility. Written for brand and compliance leaders who need to understand what we measure and how.
Share-of-Answer Measurement
How we measure mention rate, ranking position, and citation frequency across ChatGPT, Claude, Gemini, and Perplexity to quantify your brand's visibility in AI answers.
- Query set design for patient and HCP intent
- Provider-level tracking across LLMs
- Mention rate and ranking position metrics
- Citation frequency and source attribution
- Drift detection over time
PI-Backed Claim Defensibility
How we verify AI-generated claims against prescribing information, categorizing findings as Supported, Ambiguous, or Not-in-PI for compliance review.
- Semantic matching of AI claims to PI sections
- Supported vs Ambiguous vs Not-in-PI classification
- Citation quality heuristics
- Workflow for Medical/MLR review
- Retest verification after fixes