Persona-Specific Grounding: How Citation Sources Shift Across Financial Roles.

Does AI use different citation sources for different personas?  Yes. True persona-specific AI grounding means that while the total number of citations an AI generates is dictated entirely by prompt complexity, the specific domains it cites change significantly based on the assigned professional role. What is the Core Hypothesis Behind Persona-Specific AI Grounding? If an AI is truly persona-aware, … Read more

Reduce LLM prompt monitoring costs by 85%

TL;DR Want to reduce LLM prompt monitoring costs without losing brand visibility in AI answers? We generated 180 finance-domain prompts across 3 topic clusters. We ran them through Google Gemini with live Google Search grounding. Then we measured how similar the AI’s responses and search queries were. The results were striking: The Problem: AEO Is Expensive Answer Engine … Read more