Probe Intelligence (PI)

A secondary extraction pass that runs after VS probes complete. Claude analyzes the full text of what AI platforms said about the brand and its competitive landscape — extracting entities (brands, people, places, categories, services, products) and their contexts (recommended, compared, alternative, cited, warned, neutral, parent, subsidiary). PI runs silently in the background; if it fails, VS scores are unaffected. Its primary output is the Relationship Map. PI produces the layer of competitive intelligence that raw probe signals alone cannot surface.