MlolaResearch begins with evidence
No public reports have been released yet. As the corpus grows, this page will hold versioned reports with sample sizes, collection periods, limitations, and reproducible methodology notes.
Questions we expect to study
- Median Machine Clarity by product category
- Where AI families disagree most often
- Which product dimensions are hardest to understand
- How scores change after homepage improvements
- The relationship between clarity and outbound interest
Editorial standard
Owner corrections may improve future evaluation and research, but do not retroactively change a completed score. Historical benchmark versions and results are preserved rather than silently rewritten.