About Auriti Labs

GeoReady · About

Auriti Labs builds open-source tools for AI search visibility and Generative Engine Optimization.

Products

GEO Optimizer

pip install geo-optimizer-skill

Open-source Python toolkit for auditing AI search visibility. Scores websites across 8 signal categories — robots.txt, llms.txt, schema, meta tags, content, signals, AI discovery, and brand entity. MIT licensed. Available as a CLI and as a web tool at geoready.dev.

GitHub PyPI Docs

GeoReady

Live

The commercial monitoring platform built on GEO Optimizer. Adds continuous score tracking, regression alerts, score history, and team workflows for agencies and developers managing multiple sites. Available atapp.geoready.dev.

See plans

Research foundation

The scoring methodology is grounded in peer-reviewed research on AI search retrieval: the Princeton KDD 2024 study on generative engine optimization and the AutoGEO ICLR 2026 paper on automated GEO. Every signal maps to peer-reviewed research or our own documented analysis.

Read the research foundation

Open source

GEO Optimizer is MIT licensed. The source code, scoring weights, audit methodology, and all 47 citability methods are publicly available on GitHub. The audit tool and CLI remain free with no rate limits.

AI visibility infrastructure should be auditable by anyone, not locked behind proprietary black boxes.

Read the manifesto

Founder

Juan Camilo Auriti

Founder & maintainer

Juan Camilo builds open-source tools for AI search visibility. He maintains GEO Optimizer, the MIT-licensed audit engine behind GeoReady, and develops the scoring methodology, research notes, and product in the open.

GitHub X

The book

The methodology behind these tools is documented in full inAI Search Engineering— a 992-page technical guide to Generative Engine Optimization, AI citations, and agent-ready websites, written by Juan Camilo Auriti and published in September 2026 (ISBN 979-8172934568). The book explains the reasoning; the open-source engine runs it.

Built in Italy. Designed for the global web.

Auriti Labs is an independent software lab founded in Italy. GEO Optimizer and GeoReady are built to serve developers, SEO specialists, and content teams worldwide — regardless of language, market, or region. AI search engines operate globally; so does this toolkit.

Contact

Bug reports and feature requests: GitHub Issues. For everything else, reach out via GitHub.