Tesla
Priority opportunity: AEO
Tesla's lowest engine is AEO at 52 — a 48-point gap to a perfect score. That is where citability is won or lost first.
Summary
Tesla (tesla.com) demonstrates near-complete GEO structural readiness — confirmed Wikipedia article, Wikidata entity Q478214, Google Knowledge Graph panel, dense authoritative citations from CNBC, Bloomberg, Electrek, and Motley Fool, and consistent cross-source entity identity — but its AEO posture is structurally limited by a product-showcase site architecture that prioritizes conversion over answer-first content, with no confirmed Product schema on vehicle SKU pages or FAQ schema surfaced in this run. The single most verifiable gap is the absence of confirmed structured data beyond Organization-level markup on tesla.com's high-traffic vehicle and energy pages, leaving machine-readable signals thin precisely where autonomous-driving, Cybercab, and energy-storage queries are accelerating.
The gap, closed.
This report shows the score layer. The full Reflection for Tesla — 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.