Can this skill help with Google Analytics tracking?

Yes, it provides specific instructions for creating GA4 segments to track traffic from AI crawlers like GPTBot, Anthropic-AI, and PerplexityBot.

What should I do if my AI visibility is low?

The skill suggests running optimization tools to improve content fact-density, authority signals, and original data points to become a preferred source for AI models.

What is the AEO Scorecard?

It is a measurement framework designed to track and optimize how often a brand is recommended or cited by AI-powered answer engines like ChatGPT, Claude, and Perplexity.

How do I measure AI Share of Voice?

Share of Voice is calculated by dividing your brand's mentions by the total number of brand mentions for a specific query across multiple AI sessions.

What is the difference between AI Visibility and AI Citations?

AI Visibility measures if your brand is recommended for a query, while AI Citations measure if your specific website is used as the underlying source for the answer.

AEO Scorecard

Name: AEO Scorecard
Author: majesticlabs-dev

bymajesticlabs-dev

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Marketing Automation

Measures and tracks brand visibility across AI answer engines using a standardized performance framework.

About

The AEO Scorecard skill provides a comprehensive measurement framework for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). It allows users to quantify their brand's impact within AI platforms like ChatGPT, Claude, and Perplexity by tracking four critical metrics: AI Visibility, Share of Voice, AI Citations, and Referral Demand. By utilizing standardized templates and diagnostic scenarios, the skill helps teams identify authority gaps, monitor competitive positioning, and implement data-driven strategies to improve AI-driven discovery and attribution.

Key Features

Share of Voice (SoV) calculation to benchmark against industry competitors
Actionable diagnostic triggers for content optimization and authority building
AI Visibility tracking across major LLMs including OpenAI, Anthropic, and Google
Citation monitoring to measure source attribution and authority signals
Google Analytics 4 configuration guides for tracking AI bot referral traffic
9 GitHub stars

Use Cases

Auditing brand recommendation frequency in generative search results
Benchmarking competitive presence across AI-powered answer engines
Quantifying the impact of AEO strategies on referral demand and brand discovery

About

Key Features

Share of Voice (SoV) calculation to benchmark against industry competitors
Actionable diagnostic triggers for content optimization and authority building
AI Visibility tracking across major LLMs including OpenAI, Anthropic, and Google
Citation monitoring to measure source attribution and authority signals
Google Analytics 4 configuration guides for tracking AI bot referral traffic
9 GitHub stars

Use Cases

Auditing brand recommendation frequency in generative search results
Benchmarking competitive presence across AI-powered answer engines
Quantifying the impact of AEO strategies on referral demand and brand discovery