GEO-Copilot: Open-Source AI Visibility Audit by Ignacio RotthGEO-Copilot: Open-Source AI Visibility Audit by Ignacio Rotth

GEO-Copilot: Open-Source AI Visibility Audit

Ignacio Rotth

Ignacio Rotth

Open-source GEO audit tooling

GEO-Copilot is an open-source project for running a lightweight AI visibility audit through a research-informed workflow and a custom agent harness.
GEO-Copilot audit interface
GEO-Copilot audit interface

What it explores

The project translates ideas from GEO research into a practical audit flow for examining how a brand may surface in AI-generated answers. It is designed as an exploratory tool, not a substitute for a full evidence-backed audit.

How it works

Uses a custom agent harness to guide the audit flow
Applies research-informed checks to a brand or website
Produces a lightweight starting point for investigating AI visibility
Helps identify areas worth validating through deeper manual and evidence-based analysis
GEO-Copilot analysis view
GEO-Copilot analysis view

Why it matters

AI visibility needs tools that are useful without pretending uncertain signals are definitive. GEO-Copilot is a public, open-source experiment in making early AI-search investigation more accessible while keeping the distinction between exploration and verified findings clear.

Scope

This is an open-source concept and tooling project. It does not present fictional client results or guarantee AI recommendations.
Like this project

Posted Oct 10, 2026

An open-source, research-informed tool for lightweight AI visibility and GEO exploration using a custom agent harness.