B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Recent

25

25 -- net brand sentiment score for Toyota (2025-07)

2025-07  · n=8,237  · Electric Vehicle Intelligence Report (EVIR)

Toyota had a net positive score of +25 in EV brand favorability.

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Attribution: Electric Vehicle Intelligence Report (EVIR) View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
25
Unit
Score
Data Vintage
2025-07
Entity
Toyota
Sample Size
8,237
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Electric Vehicle Intelligence Report (EVIR) Primary Tier B
https://webcraftingcode.com/news/tesla-skepticism-grows-after-underwhelming-austin-robotaxi-demo/ ↗
Confidence: 53/100 Vintage: 2025-07 Channel: Deep Crawl
Source Article
Tesla Skepticism Grows After Underwhelming Austin Robotaxi Demo - Web crafting code
Tesla Skepticism Grows After Underwhelming Austin Robotaxi Demo The latest Electric Vehicle Intelligence Report (EVIR) survey reveals that U.S. consumers’ confidence in Tesla has hit new lows, driven by safety concerns, disappointing robotaxi demos in Austin, and rising competition in the autonomous…
Original Research
Electric Vehicle Intelligence Report (EVIR) · Original study ↗

EVIR consumer survey of EV brand perceptions

Methodology documented
Industrymarketing
Plain Text
Toyota: 25 net brand sentiment score. Source: Electric Vehicle Intelligence Report (EVIR) (2025-07). Via Lighthouse Intelligence -- https://lighthousedata.io/data/toyota-net-positive-score-july-2025
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<blockquote cite="https://lighthousedata.io/data/toyota-net-positive-score-july-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>25</strong> -- net brand sentiment score for Toyota<br><small>Source: Electric Vehicle Intelligence Report (EVIR) (2025-07) · <a href="https://lighthousedata.io/data/toyota-net-positive-score-july-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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