aeo-ai-overview-simulator

Simulates Google AI Overviews via Gemini 3 Flash with Google Search grounding to track domain citations and mentions.

9|2|Updated Feb 12, 2026
One-click install
npx skills add https://github.com/psyduckler/aeo-skills --skill aeo-ai-overview-simulator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: aeo-ai-overview-simulator
Source: https://github.com/psyduckler/aeo-skills/tree/main/aeo-ai-overview-simulator
Command: npx skills add https://github.com/psyduckler/aeo-skills --skill aeo-ai-overview-simulator

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Simulate Google AI Overviews by running prompts through Gemini 3 Flash with Google Search grounding. See which sources get cited, how often, and what snippets get pulled — before checking the real AI Overview. Track a specific domain to measure mention rate, citation rate, and exact excerpts. Use when a user wants to: preview what an AI Overview would look like for a query, see which sources Google's AI cites, measure a domain's citation share, or understand what content Gemini pulls from their site.

Core Features & Use Cases

  • Grounding-enabled AI Overview simulation using Gemini 3 Flash and Google Search results.
  • Domain tracking to measure mention and citation rates, plus excerpts from grounded sources.
  • Concurrent runs and diff-based stability analysis to surface stable vs volatile content across prompts.

Quick Start

Run a prompt to simulate a Google AI Overview and observe how sources are cited and how domain mentions appear across runs.

Frequently Asked Questions about aeo-ai-overview-simulator

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

FAQPage Schema
How do I simulate Google AI Overviews to see which sources get cited?

To simulate Google AI Overviews, you route prompts through Gemini 3 Flash with Google Search grounding. This extracts source citations and domain mentions to observe which sources Google's AI relies on for a specific query.

What is domain tracking for AI Overviews and how does it measure citation share?

Domain tracking for AI Overviews measures how often a specific domain appears in grounded results. It calculates mention rates, citation rates, and extracts exact snippets to determine a domain's citation share.

Can I check AI Overview stability across multiple concurrent prompt runs?

Yes, you can run concurrent prompts to perform diff-based stability analysis. This surfaces stable versus volatile content across simulated AI Overviews to identify consistent domain mentions and source citations.

Do I need a Gemini API key to run grounded search simulations?

Yes, you need Gemini API integration to run grounded search simulations. The skill enforces this integration to route prompts through Gemini 3 Flash and extract Google Search grounding data for analysis.

How do I analyze which snippets Gemini pulls from my site for AI Overviews?

You analyze snippets by applying domain tracking to grounded AI Overview simulations. This extracts exact excerpts from grounded sources to show what specific content Gemini pulls from your domain.