← The ACI 55
ACI 55 · Brand Report

Reformation

reformation.com · Fashion & Apparel (Sustainable Womenswear) · Measured July 12, 2026 · Rubric V2.9
57
Average AI Citability Score
AEO — Answer Engines48
GEO — Generative AI62
SEO — Search63

Priority opportunity: AEO

Reformation's lowest engine is AEO at 48 — a 52-point gap to a perfect score. That is where citability is won or lost first.

Summary

Reformation (thereformation.com) is a structurally strong sustainable womenswear brand with dense third-party editorial coverage, a confirmed LinkedIn and Crunchbase presence, and a high-organic-acquisition model — but its entity layer carries two critical gaps: no confirmed standalone Wikipedia article and no directly verified Wikidata Q-ID from a wikidata.org URL, weakening its structured-entity foundation precisely as it prepares for a NYSE IPO under ticker 'REF.' Its on-site structured data footprint is unconfirmed beyond basic Organization markup, leaving Product and BreadcrumbList schema gaps across a catalog that spans dresses, denim, footwear, and demi-fine jewelry.

The gap, closed.

This report shows the score layer. The full Reflection for Reformation — 9 prioritized findings across AEO, GEO, and SEO, a foundational discoverability checklist, and a sequenced action plan — comes with an engagement.

Mirror measures the gap. Mirror Studio closes it — the studio's delivery arm, run by Daniels AI. Five departments, each a seat staffed by people or agents:

Cite as: Daniels AI Design Studio. The ACI 55, 2026 Edition — Reformation Brand Report. July 12, 2026.
CC BY 4.0 · Produced with Mirror.