Subaru
Priority opportunity: AEO
Subaru's lowest engine is AEO at 66 — a 34-point gap to a perfect score. That is where citability is won or lost first.
Summary
Subaru of America (subaru.com) demonstrates strong structural readiness across all three pillars — confirmed HTTPS, clean crawlability, Organization schema with sameAs links, a standalone Wikipedia article, dense named-outlet editorial coverage, and a rapidly expanding 2026 EV lineup generating active press. The most material verifiable gaps are the absence of a confirmed Wikidata entity matching subaru.com's domain (all Wikidata candidates are name collisions against the Japanese parent entity, not the U.S. subsidiary), and the homepage schema being limited to Organization/ContactPoint/PostalAddress with no confirmed Product, Vehicle, BreadcrumbList, or HowTo markup on deeper model pages — limiting structured-data depth for answer-engine extraction.
The gap, closed.
This report shows the score layer. The full Reflection for Subaru — 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:
- On-Site Architecture — answer-first pages, structured specs, schema depth
- Content & Copy — writing built to be the cited answer
- Earned Coverage — the third-party sources AI trusts
- Platform & Entity — Wikidata, the Knowledge Graph, the foundational checklist
- Shadow — your score, tracked over time
CC BY 4.0 · Produced with Mirror.