Brand Analyst

The dashboard behind the Operate deep-dive: brand visibility percentage, per-platform citation share, and a live competitor ranking table. Ask for it in conversation, and it renders without you touching a BI tool.

• Brand visibility score, tracked over time
• Per-platform citation share across all five engines, Chinese ones included
• Competitor ranking table, updated per run
• Sentiment overlay on top of raw citation counts