SEO experiments and evidence
Real SEO Life
Education, field notes, experiments, and receipts from real SEO work.
Why it existsI build digital properties and study how they get discovered.
The work spans SEO, AI discovery, website systems, search datasets, server logs, and a growing portfolio of owned properties.
Then use the receipts to build the next one better.
The through line
I started as a portrait artist. That taught me to look closely, decide what matters, and make something from a blank surface.
The canvas changed. Portraits became websites. Websites became digital properties. Those properties became connected systems with search data, crawler behavior, AI discovery, measurement, and commercial models.
It is still observation followed by creation. There are simply more log files now.
Four eras
Learning to observe closely and build from a blank surface.
Learning how websites earn visibility and where standard advice stops matching reality.
Building and owning sites as durable assets, not temporary campaigns.
Connecting websites, datasets, crawler evidence, and machine-readable relationships.
Selected work
SEO experiments and evidence
Education, field notes, experiments, and receipts from real SEO work.
Why it existsSearch datasets and measurement
The search and data warehouse layer behind portfolio-level measurement.
Why it existsAI-managed website systems
AI-managed website structure designed around speed, ownership, and inspectable content.
Why it existsAI and search visibility experiments
An experimental property focused on AI and search visibility.
Why it existsEnterprise technology discovery
Enterprise technology discovery built around products, vendors, buyers, and commercial context.
Why it existsIBM i and enterprise technology
A focused IBM i and enterprise technology constellation built across related properties.
Why it existsWhat I am studying
Search results are still part of it. So are AI answers, crawler choices, entity relationships, server logs, and the structure behind the visible page.
Working principles
Evidence gets the final vote.
An experiment is allowed to stay an experiment.
Build the asset, then build the system around it.
The next property should inherit the lessons from the last one.
Current signal
The Now page is the short version of what I am building, measuring, and questioning at the moment.
Open Now