aeo-scorecard

Compute AI visibility metrics for brand recommendations across AI chat platforms.

47|11|Updated Nov 26, 2025
One-click install
npx skills add https://github.com/majesticlabs-dev/majestic-marketplace --skill aeo-scorecard
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: aeo-scorecard
Source: https://github.com/majesticlabs-dev/majestic-marketplace/tree/main/plugins/majestic-marketing/skills/aeo-scorecard
Command: npx skills add https://github.com/majesticlabs-dev/majestic-marketplace --skill aeo-scorecard

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill introduces the AEO Scorecard to measure AI visibility, share of voice, citations, and referral demand for AI-driven answers.

Core Features & Use Cases

  • Four Metrics: AI Visibility, AI Share of Voice, AI Citations, Referral Demand.
  • Tools & Tracking: HubSpot AEO Grader, XFunnel, post-purchase surveys.
  • Decision Use: Interpret metrics to optimize content and attribution.

Quick Start

Create a monthly AEO scorecard and set target thresholds for each metric.

Frequently Asked Questions about aeo-scorecard

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I measure AI visibility and share of voice across ChatGPT, Perplexity, Gemini, and Claude?

AI visibility measures how often your brand appears in AI chat responses across multiple platforms. The AEO Scorecard tracks share of voice—your citation percentage relative to competitors—by evaluating priority queries weekly or monthly across all four major AI systems, then generates reports showing competitive positioning.

What metrics should I track to evaluate AI-driven referral demand?

The four core AEO metrics are AI Visibility, AI Share of Voice, AI Citations, and Referral Demand. Referral demand is captured via post-purchase surveys and integrated with HubSpot AEO Grader and XFunnel tracking to quantify how AI recommendations drive actual customer acquisition.

Can I integrate Google Analytics 4 to track AI crawler traffic?

Yes. The AEO Scorecard includes Google Analytics 4 bot-tracking setup to separate AI crawler visits from organic traffic, allowing you to isolate referral volume driven by AI chat platform citations and measure their impact on site performance.

How do I set up a monthly AEO scorecard with KPI targets?

Create a standardized AEO scorecard template, define target thresholds for each of the four metrics, and configure weekly or monthly report generation from HubSpot AEO Grader and XFunnel. This establishes baseline KPIs and tracks progress across all monitored AI platforms.

What's the difference between AI citations and share of voice?

AI Citations count how many times your brand is mentioned in AI responses. Share of Voice expresses your citations as a percentage of all competitive citations in the same query results, showing relative market presence among competitors in AI-driven answers.

Do I need existing tools like HubSpot or XFunnel to use the AEO Scorecard?

Integration with HubSpot AEO Grader and XFunnel is included in the Scorecard's functional requirements for measurement and tracking. Post-purchase surveys complement these tools to capture referral demand data needed for complete visibility reporting.