Multi-Prompt Conversational PSOS Visibility Monitor

Track your brand's visibility in GenAI systems using full multi-turn conversations — not just one-shot prompts.

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What We're Building

A tool that measures the *real* visibility of brands inside LLMs by simulating multi-turn user conversations and analyzing:

  • ✓ Narrative drift across turns
  • ✓ Brand appearance frequency
  • ✓ Replacement with competitor brands
  • ✓ Stability across repeated runs
  • ✓ Multi-LMM comparisons (OpenAI, Claude, Gemini, Perplexity)

Why It Matters

LLM-generated recommendations influence customer decisions. True visibility is measured across full conversations — not single responses.

  • • Detect sudden visibility loss
  • • Identify harmful or incorrect narrative drift
  • • Ensure AI governance and reproducibility
  • • Provide auditor-grade evidence

How the System Works

1. Define the Script

Seed message + 3–6 conversational turns

2. Run Across LLMs

Test OpenAI, Claude, Gemini, Perplexity simultaneously

3. Capture

Track every turn, citation, sentiment and extraction

4. Analyze

PSOS scoring, drift analysis, variance, stability

Start Tracking Your AI Visibility

Real multi-turn visibility insights — not one-shot guesses.

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