How To15 min read

How to Run an AI Discoverability Self-Audit

An AI discoverability self-audit tests technical retrievability, answer appearance, citation, and accurate representation separately using fixed prompts, documented evidence, entity checks, and cautious retesting.

Rosh Jayawardena

Aug 3, 2026

AEO Foundations19 min read

AI Discoverability: How AI Systems Find and Surface Information

AI discoverability is the layered process by which systems acquire information, interpret entities, retrieve relevant material, select sources, and present claims in generated answers; technical accessibility supports eligibility but never guarantees citation, recommendation, traffic, or influence.

Rosh Jayawardena

Aug 2, 2026

AI Strategy10 min read

We Looked Into the Markdown-for-AI Theory. The Data Wasn't Kind.

Publishing Markdown mirrors of your web pages for AI search visibility is a waste of time. Here's why AI crawlers stick to HTML, and what you should focus on instead.

Rosh Jayawardena

May 4, 2026

AI visibility, answer engines, and the future of brand discovery.

How to Run an AI Discoverability Self-Audit

AI Discoverability: How AI Systems Find and Surface Information

We Looked Into the Markdown-for-AI Theory. The Data Wasn't Kind.