Research Reports
Measured findings from public dataset files, with the table, method, and limitation shown beside every conclusion.
The reports start with the source file, not a headline we hope the numbers will support. Each one publishes its measured totals, explains how the rows were grouped, and keeps the limits close enough that nobody has to hunt for them.
The first report set uses the public SEO machine learning dataset: 418 page observations, 25 fields, five production sites, and a 90-day Google Search Console window joined to live page structure.
Dataset Benchmark
418-Page SEO ML Dataset Benchmark
A 90-day view of 418 pages across five production sites, joining Google Search Console performance with live page structure.
418 Page observations
25 Fields per row
5 Production sites
Published September 20, 2026
Content Structure Report
Content Depth And Search Visibility In A 418-Page Sample
Word-count groups show a visible performance difference, but page type explains why the result is not a universal length rule.
271 Median words per page
198 Pages under 250 words
70 Pages from 500 to 999 words
Published September 20, 2026
Technical Coverage Audit
Structured Data And Canonical Coverage Across 418 Pages
A snapshot of successful fetches, structured data, canonical tags, and unavailable pages inside the public SEO ML dataset.
364 Successful page fetches
87.1% Rows with complete live signals
42 Pages returning 404
Published September 20, 2026