Issues
Safety
Perceived vehicle safety, recall exposure, and standing with vehicle-safety regulators.
Perception
4322
Sample Size
12
responses
Model Spread
23
max - min score
Sources Cited
4
Associated Narratives
Named recurring storylines tracked for this issue
Increased safety scrutiny — 6 responses this audit
Positive Themes
standard regulatory oversight×6
Negative Themes
increased safety scrutiny×6recall activity tied to cost pressure×6
Model Agreement
Perception score for this issue, per model
GPT-5.1 (demo)44
Claude Sonnet 5 (demo)31
Gemini 3 (demo)54
Perplexity (demo)41
Competitor Comparison
Same issue, same methodology
Ford Motor Company43
General Motors60
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
Public Filings Register8
SafetyBeat Monitor6
Federal Motor Safety Bureau (fictional)6
SignalWire Business3
Underlying Evidence
| Model | Company | Context | Sentiment | Sources | Timestamp | Status |
|---|---|---|---|---|---|---|
| GPT-5.1 (demo) | Ford Motor Company | Safety | neutral | 2 | Jul 14, 2026, 10:54 AM | success |
| Claude Sonnet 5 (demo) | Ford Motor Company | Safety | negative | 3 | Jul 14, 2026, 10:55 AM | success |
| Gemini 3 (demo) | Ford Motor Company | Safety | neutral | 1 | Jul 14, 2026, 10:57 AM | success |
| Perplexity (demo) | Ford Motor Company | Safety | negative | 3 | Jul 14, 2026, 10:58 AM | success |
| GPT-5.1 (demo) | Ford Motor Company | Safety | neutral | 1 | Jul 14, 2026, 11:00 AM | success |
| Claude Sonnet 5 (demo) | Ford Motor Company | Safety | negative | 2 | Jul 14, 2026, 11:01 AM | success |
| Gemini 3 (demo) | Ford Motor Company | Safety | neutral | 2 | Jul 14, 2026, 11:03 AM | success |
| Perplexity (demo) | Ford Motor Company | Safety | negative | 2 | Jul 14, 2026, 11:04 AM | success |
| GPT-5.1 (demo) | Ford Motor Company | Safety | neutral | 1 | Jul 14, 2026, 11:36 AM | success |
| Claude Sonnet 5 (demo) | Ford Motor Company | Safety | negative | 2 | Jul 14, 2026, 11:37 AM | success |
| Gemini 3 (demo) | Ford Motor Company | Safety | neutral | 2 | Jul 14, 2026, 11:39 AM | success |
| Perplexity (demo) | Ford Motor Company | Safety | negative | 2 | Jul 14, 2026, 11:40 AM | success |