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

Company, competitors, and the benchmark question set Quorum repeats every audit — plus what it suggests next.

Audit Scope

Ford Motor Company — AI Perception Monitor

Primary company

Ford Motor Company

A global automotive manufacturer producing trucks, SUVs, and passenger vehicles, mid-transition toward electric and software-defined vehicles.

ford.example · Automotive

Competitors

General MotorsTesla

Issues tracked

Pricing & AffordabilityEV Strategy & InnovationBrand TrustSafety

Stakeholder groups

ConsumersInvestorsRegulators / PolicymakersIndustry Analysts

AI models (simulated)

GPT-5.1 (demo)Claude Sonnet 5 (demo)Gemini 3 (demo)Perplexity (demo)

Suggested by Quorum

Candidate questions beyond the current benchmark, awaiting review — approving adds them to the plan for the next audit run.

suggested

How does Ford Motor Company's in-vehicle software and infotainment experience compare with General Motors's?

suggested

What role does Ford Motor Company's commercial and fleet business play in analyst sentiment?

suggested

Could shifting trade or tariff policy disproportionately affect Ford Motor Company relative to Tesla?

Emerging Topics

Narratives detected in the latest audit that aren't part of the tracked benchmark yet.

newAffordability concerns

Pricing & Affordability · 4 responses · 4 models

newIncreased safety scrutiny

Safety · 6 responses · 2 models

Benchmark Questions

The approved question set repeated every audit. Review, edit, enable/disable, or add questions — disabled questions are skipped the next time an audit runs.

35 / 35 in the active benchmark
General

What is Ford Motor Company best known for?

General

How would you summarize Ford Motor Company's overall corporate reputation?

General

What are the most notable recent developments regarding Ford Motor Company?

Trust

How trustworthy is Ford Motor Company considered by the public?

Trust

What factors most influence trust in Ford Motor Company?

Innovation

How innovative is Ford Motor Company perceived to be?

Innovation

What are Ford Motor Company's most significant innovations or product strengths?

Strengths/Weaknesses

What are the greatest strengths of Ford Motor Company?

Strengths/Weaknesses

What are the greatest weaknesses facing Ford Motor Company?

Risk

What are the largest reputational risks surrounding Ford Motor Company?

Risk

Are there any controversies associated with Ford Motor Company?

Competitive

How does Ford Motor Company compare with General Motors in innovation?

Competitive

How does Ford Motor Company compare with Tesla in innovation?

Issue

What concerns exist regarding Ford Motor Company and pricing & affordability?

Issue

What concerns exist regarding Ford Motor Company and ev strategy & innovation?

Issue

What concerns exist regarding Ford Motor Company and brand trust?

Issue

What concerns exist regarding Ford Motor Company and safety?

Stakeholder

From consumers' perspective, what are the strengths and weaknesses of Ford Motor Company?

Stakeholder

From investors' perspective, what are the strengths and weaknesses of Ford Motor Company?

Stakeholder

From regulators / policymakers' perspective, what are the strengths and weaknesses of Ford Motor Company?

Stakeholder

From industry analysts' perspective, what are the strengths and weaknesses of Ford Motor Company?

General

What is General Motors best known for?

Trust

How trustworthy is General Motors considered by the public?

Innovation

How innovative is General Motors perceived to be?

Issue

What concerns exist regarding General Motors and pricing & affordability?

Issue

What concerns exist regarding General Motors and ev strategy & innovation?

Issue

What concerns exist regarding General Motors and brand trust?

Issue

What concerns exist regarding General Motors and safety?

General

What is Tesla best known for?

Trust

How trustworthy is Tesla considered by the public?

Innovation

How innovative is Tesla perceived to be?

Issue

What concerns exist regarding Tesla and pricing & affordability?

Issue

What concerns exist regarding Tesla and ev strategy & innovation?

Issue

What concerns exist regarding Tesla and brand trust?

Issue

What concerns exist regarding Tesla and safety?

About this demo

Quorum is a Phase 1 presentation demo. Ford Motor Company, General Motors, Tesla, and every response, source, and citation in this project are fictional demo data generated by a deterministic simulation — not real output from OpenAI, Anthropic, Google, or Perplexity models, and not real findings about any of these companies.

Perception indicators are a transparent scoring methodology applied consistently to every company, stakeholder, model, and audit — they are not a measurement of real public opinion.

The architecture is built to extend: a live phase would swap the demo provider for real AI vendor calls behind the same interface, add a persistent database, and add authentication, scheduling, and notifications — without reworking this UI.