Issues
Pricing & Affordability
Perception of vehicle pricing, incentives, and affordability relative to household budgets.
Perception
3426
Sample Size
4
responses
Model Spread
5
max - min score
Sources Cited
4
Associated Narratives
Named recurring storylines tracked for this issue
Affordability concerns — 4 responses this audit
Positive Themes
None surfaced in this slice of responses.
Negative Themes
affordability concerns×4value perception pressure×4
Model Agreement
Perception score for this issue, per model
GPT-5.1 (demo)35
Claude Sonnet 5 (demo)33
Gemini 3 (demo)37
Perplexity (demo)32
Competitor Comparison
Same issue, same methodology
Ford Motor Company34
General Motors63
Tesla65
Company-wide Stakeholder Movement
Shown for context — responses are not cross-tagged by both issue and stakeholder, so this reflects overall movement this audit, not an issue-specific breakdown
Regulators / Policymakers-17
Consumers-4
Investors-2
Industry Analysts-2
Associated Sources
SafetyBeat Monitor4
AutoLine Daily3
SignalWire Business3
Consumer Drive Alliance1
Underlying Evidence
| Model | Company | Context | Sentiment | Sources | Timestamp | Status |
|---|---|---|---|---|---|---|
| GPT-5.1 (demo) | Ford Motor Company | Pricing & Affordability | negative | 3 | Jul 14, 2026, 11:18 AM | success |
| Claude Sonnet 5 (demo) | Ford Motor Company | Pricing & Affordability | negative | 3 | Jul 14, 2026, 11:19 AM | success |
| Gemini 3 (demo) | Ford Motor Company | Pricing & Affordability | negative | 2 | Jul 14, 2026, 11:21 AM | success |
| Perplexity (demo) | Ford Motor Company | Pricing & Affordability | negative | 3 | Jul 14, 2026, 11:22 AM | success |