Trust & Content / May 29, 2026
Trust layer, provenance, and contribution queue
Rider Height now explains how the model works, shows where bike measurements came from, and gives signed-in riders a path to suggest field-level corrections.
What is new
- Published the methodology page with rider anthropometry, inverse-kinematics behavior, scoring thresholds, limitations, and source references.
- Added per-bike provenance panels that show field-level source labels, source links, verification state, and notes for every populated geometry value.
- Surfaced verification badges across catalog cards, bike detail headers, and provenance panels.
- Added a contribution suggestion table, bike-detail correction form, and admin moderation queue gated by ADMIN_EMAILS.
What got fixed
- Made provisional geometry easier to spot before users trust simulator output.
- Replaced vague reporting copy with a concrete field-level correction workflow.
- Kept the moderation flow separate from trusted geometry rows so pending submissions cannot silently change simulator data.
What is coming
- Turn accepted contribution suggestions into a guided geometry-update workflow.
- Tune comparison-guide coverage around high-intent searches such as MT-07 vs R7 ergonomics once those bikes are in the catalog.
- Use API and embed telemetry to decide which public integrations deserve first-class support.