Content Lab

SEO Experiments

Documented SEO experiments with hypotheses, methodology, and verified results.

Constellation Valuation ... AgeBetterToday.com Live Rebuild

Can a YMYL health property with intentional constellation architecture ... AI-readable systems, YouTube explainers, supporting entity sites, cross-domain reinforcement, investor framing, and public build documentation ... achieve a valuation that exceeds what traffic and revenue metrics alone would justify?

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All Experiments 8
8 Total
Do Machine-Readable Federation Relationships Create Distinct AI Trust Signals?

A live experiment testing whether sites with declared, bidirectional, machine-readable federation relationships earn AI …

Experiment Ai Citation
Does AI-Readable Portfolio Architecture Increase Digital Asset Leverage?

A live experiment testing whether a portfolio-style site with explicit framework pages, role-based content types, AI-fac…

Real Estate SEO Marketing ... AI Readiness Test

Can a Real SEO™ article targeting 'real estate SEO marketing' earn organic rank and AI citations simultaneously ... usin…

Experiment Real Seo Ai Citation
AI System-Fit Decision Engine

A live experiment testing whether businesses respond more clearly to AI implementation guidance framed around system fit…

Website Asset Clusters

A live experiment testing whether a role-defined cluster of specialized websites can outperform a single all-in-one site…

Real SEO™ Experiment No. 001 ... The Discovery Channel Hypothesis

Testing whether a domain built to Real SEO™ infrastructure standards earns AI citations before it earns meaningful Googl…

Internal Linking Density vs. Ranking Velocity

Increasing internal link density to a target page by 3x (from ~5 internal links to ~15) will produce measurable ranking …