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

Demo data

Ford Motor Company · Audit 2 — Follow-up · Jul 14, 2026 · compared with Audit 1 — Baseline

Current Assessment

Pricing & Affordability declined 26 points since the last audit — the largest driver of Ford Motor Company's overall shift.

EV Strategy & Innovation improved 3 points; Regulators / Policymakers shifted the most of any stakeholder group (-17); a new "Affordability concerns" narrative appeared across 4 models.

Inspect the evidence
Overall AI Perception
655

84 responses analyzed

Model Agreement
942

0-100, higher = more consensus

Competitive Position
#2 of 3

behind Tesla

Sources Tracked
121 new

distinct cited sources

Active Alerts
4

2 high severity

Stakeholder Perception

AI responses conditioned on each stakeholder's perspective — not surveys of real people

Consumers60
Investors78
Regulators / Policymakers48
Industry Analysts58

AI Model Comparison

Overall perception score, per simulated model

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)

Recent Reputation Signals

Highest-severity changes detected this audit

highPricing & Affordability perception declined

Pricing & Affordability perception fell 26 points since the previous audit, driven by responses across multiple models.

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highSafety perception declined

Safety perception fell 22 points since the previous audit, driven by responses across multiple models.

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mediumNew narrative detected

"Affordability concerns" appeared across 4 responses and 4 models, concentrated in Pricing & Affordability.

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mediumNew frequently cited source

SafetyBeat Monitor (safetybeatmonitor.example) was not cited in the previous audit and now appears in 10 responses.

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Competitor Position

Overall AI perception score

Ford Motor Company65
General Motors61
Tesla66

Issue Trends

Perception by tracked issue

Pricing & Affordability34
EV Strategy & Innovation88
Brand Trust64
Safety43

Frequently Cited Sources

By citation count this audit

SocialPulse aggregate28
DriveWire News19
AutoLine Daily13
SignalWire Business13
SafetyBeat Monitornew10
Ford Investor Relations9

Recent Responses

A preview of the most recent simulated model responses about Ford Motor Company — open the full explorer to filter, search, and inspect evidence

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ModelCompanyContextSentimentSourcesTimestampStatus
Perplexity (demo)Ford Motor CompanyIndustry Analystsneutral2Jul 14, 2026, 12:04 PMsuccess
Gemini 3 (demo)Ford Motor CompanyIndustry Analystspositive1Jul 14, 2026, 12:03 PMsuccess
Claude Sonnet 5 (demo)Ford Motor CompanyIndustry Analystsneutral2Jul 14, 2026, 12:01 PMsuccess
GPT-5.1 (demo)Ford Motor CompanyIndustry Analystspositive2Jul 14, 2026, 12:00 PMsuccess
Perplexity (demo)Ford Motor CompanyRegulators / Policymakersneutral1Jul 14, 2026, 11:58 AMsuccess
Gemini 3 (demo)Ford Motor CompanyRegulators / Policymakersneutral2Jul 14, 2026, 11:57 AMsuccess