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.