Arnold Clark AI Visibility Score | UK AI Visibility Index

What's working

Arnold Clark, a prominent UK car retailer, demonstrates strong foundational digital presence and brand recognition, reflected in its high entity strength and source eligibility. However, its current architecture and content strategy are not fully optimized for advanced AI retrieval, leaving gaps in semantic clarity and cutting-edge RAG readiness.

01
Foundational scores 91 — identity surface is clean and consistent
02
Entity Resolution scores 80 — canonical entity recognition is strong
03
Technical & RAG scores 62 — AI crawlers are unblocked

What's not

01

Cazoo dominates "Electric Vehicle (EV) Ownership Guides"

Create an in-depth hub covering EV selection, charging infrastructure, range anxiety, maintenance, and finance, optimized with FAQ and HowTo schema to capture AI queries.
02

MoneySuperMarket dominates "Car Finance & Affordability"

Develop an interactive tool that breaks down PCP, HP, and lease options with clear, jargon-free explanations and comparison tables, supported by schema for direct answer formatting.
03

Independent Garages (via reviews) dominates "After-Sales Service & Maintenance Transparency"

Publish detailed guides on common service intervals, expected costs for various models, and what each service entails, using structured data for easy comparison and AI retrieval.

Closest competitor

Closest competitor in semantic space

Cazoo

Score

—

Gap on AI Visibility —

Stronger on Comprehensive EV Buyer's Journey Hub

Stronger on Interactive Finance Calculator with detailed explanations

Cazoo currently dominates citations for electric vehicle (ev) ownership guides. Create an in-depth hub covering EV selection, charging infrastructure, range anxiety, maintenance, and finance, optimized with FAQ and HowTo schema to capture AI queries.

What AI said Gemini · UK

Methodology

Each brand in the UK AI Visibility Index is scored by GenSight's 35-signal deterministic scoring engine covering training-corpus presence, retrievability, source authority and competitive position. Brands are selected by Tranco rank within category, with cultural-perception classification verifying each brand reads as British, and editorial review for borderline cases. Composition is reshuffled annually; scores refresh quarterly.

How brands are selected

› 35-signal breakdown Gated

31 discrete · 4 continuous

Canonical URL●

Social Media Presence●

Clear Value Proposition●

Wikidata Presence●

Entity Graph (Wikidata API)●

Organization Schema●

robots.txt Allows AI●

Semantic HTML Architecture●

llms.txt Published●

Aggregate Social Proof●

Top 5 in Gemini Search●

High DR/PR Citations●

Behind this gate

See exactly which of the 35 signals are working for Arnold Clark — and which are dragging the score down.

·Per-signal pass/fail with explanation
·Which crawlers are blocked, which are open
·Schema, citation and authority diagnostics

› Pillar scores

4 pillars

Foundational

Entity Resolution

Technical & RAG

Authority & Citation

› Score history

2 audits

Refresh	Score	Δ	Rank in cat.	Captured
Q3 2026	70	—	03	5 Aug 2026
Q2 2026	61	—	03	7 May 2026

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For Arnold Clark

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