Author
Jack Virag
Founder, Deadwater
Jack Virag builds Context OS infrastructure, AI-assisted content operations, and organic growth systems for teams that want reliable execution instead of prompt-by-prompt improvisation.
LinkedInRecent writing
2026-08-04
Why Deadwater isn't an SEO agency
Jack Virag explains why Deadwater builds owned marketing operating systems instead of making clients dependent on another agency retainer.
2026-07-17
Your AI does not need another prompt. It needs an operating system.
Why prompts alone cannot support reliable recurring AI work—and what a maintained Context OS adds.
2026-07-17
A knowledge base is not a Context OS
A knowledge base can retrieve company facts. A Context OS adds the routing, workflows, validation, and permissions required to use them.
2026-07-17
Do you have a Context OS—or just an impressive folder?
An operational diagnostic for separating a working Context OS from a polished collection of files, prompts, and demos.
2026-06-10
What your AEO score does not measure
AEO scores are useful, but they miss originality, truth, strategic fit, and business value. Here is how to use the score without worshiping it.
2026-06-10
What an AEO article grader can and can't tell you
A practical breakdown of what AEO article graders measure, where the score is useful, and where human judgment still has to do the real work.
2026-06-10
Schema for AEO without the myths
A practical guide to using structured data for AEO without treating schema as a magic trick for AI search visibility.
2026-06-10
LLM visibility tracking vs content QA
Visibility trackers and content QA systems solve different problems. Here is how to decide what to measure, what to fix, and what to build.
2026-06-10
How to refresh old articles for AI search
A practical workflow for refreshing old articles so they stay useful, structured, sourced, and easier for answer engines to understand.
2026-06-10
How to build a pre-publish QA gate for AI content
A practical guide to building a pre-publish QA gate that catches AI content issues before editorial review, CMS handoff, or public release.
2026-06-10
Google's generative AI Search Console reports: what content teams should do
Google launched generative AI performance reports in Search Console. Here is how content teams should interpret the signal and turn it into workflow action.
2026-06-10
AEO is still SEO, but the QA bar is higher
Why answer engine optimization does not replace SEO, and why AI search makes content QA, source truth, and workflow design more important.