Editorial Knowledge Hub
Measurement, Sizing, And Return Reduction For Real Ecommerce Work
ARFits is a white-label editorial site about digital fit workflows: how recommendations are built, how accuracy should be evaluated, and how to read return-reduction claims without treating them as magic.
What this site covers
Fit workflows, accuracy methodology, size guidance, and returns frameworks.
Who it is for
Ecommerce operators, agencies, and product teams.
Editorial approach
Methodology-first, white-label, and skeptical of unsupported percentages.
Last reviewed
March 24, 2026.
How it works
What inputs a fit workflow needs, what gets estimated, and how recommendations are mapped.
Accuracy methodology
How to read headline percentages and ask for better validation details.
Size guidance
Why static charts fail and what better fit guidance looks like.
Returns framework
How to evaluate whether a fit tool is changing downstream return behavior.
Footwear guide
A category-specific framework for footwear, where mis-sizing costs tend to be high.
ROI case study
An illustrative industry case study template with explicit methodology caveats.
What makes this useful
- Single-topic pages with one clear H1 and readable sections.
- Visible methodology on pages that discuss accuracy or ROI.
- Internal links that keep the reader moving through the local knowledge cluster.
What this site avoids
No cross-domain “family” footer, no vendor handoff language, and no unsupported “best in market” statements. That keeps the site easier to trust and easier for crawlers to interpret.