How can I measure the ROI of AI reputation management?

**ROI measurement** in GEO involves tracking metrics such as AI brand citation frequency, sentiment accuracy in AI responses, shifts in brand visibility share against competitors, and correlating these improvements with increases in direct brand searches, high-quality inbound leads, and overall commercial conversions.