Ford Motor Company — AI Perception Monitor/Audit 2 — Follow-up
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Competitors

Ford Motor Company vs. tracked competitors · same scoring methodology applied to all companies · Audit 2 — Follow-up

Indicator Comparison

0-100 AI Perception Indicators, higher = more favorable (Risk: higher = more perceived risk)

IndicatorFord Motor CompanyprimaryGeneral MotorsTesla
Overall656166
Trust646647
Innovation885592
Risk574035

Biggest Advantage

Issue where Ford Motor Company leads the strongest competitor by the widest margin

Brand Trust

Ford Motor Company trails competitors on every tracked issue this audit — this is the narrowest gap, at 2 points behind.

Biggest Weakness

Issue where a competitor leads Ford Motor Company by the widest margin

Pricing & Affordability

A competitor leads Ford Motor Company by 31 points on this issue.

Issue-Level Comparison

Perception score by issue, per company

Pricing & Affordability

Ford Motor Company34
General Motors63
Tesla65

EV Strategy & Innovation

Ford Motor Company88
General Motors55
Tesla92

Brand Trust

Ford Motor Company64
General Motors66
Tesla47

Safety

Ford Motor Company43
General Motors60
Tesla65

Model Differences

How each simulated model scores Ford Motor Company's overall perception

GPT-5.1 (demo)66
Claude Sonnet 5 (demo)62
Gemini 3 (demo)69
Perplexity (demo)63
GPT-5.1 (demo)Claude Sonnet 5 (demo)Gemini 3 (demo)Perplexity (demo)