Topic · social
Automotive Industry Concerns
3 posts
· 37 engagement
· first seen 13 May 2026
· last seen 4 Jun 2026
The New Zealand government is changing vehicle inspection rules to extend the warrant of fitness period for most light vehicles under 14 years old, sparking concern from industry groups about safety and compliance.
Stance breakdown
How the per-edge framings classify across 3 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Critical
2
Neutral / explainer
1
Sentiment breakdown
Whole-post emotional valence across 3 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.
Platform mix
Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.
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youtube
3 posts
· 37 engagement
37
Top posts by engagement
The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.
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youtube
· @the-platform-nz
· sentiment: neutral
· ♥ 10
· ↻ 0
· 💬 6
· 28 engagement
13 May
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youtube
· @UCvjtHa4Bh3qSTG1GNXnnuag
· reply
· sentiment: negative
· ♥ 7
· ↻ 0
· 💬 0
· 7 engagement
4 Jun
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youtube
· @UCM1hhKjLbXsVm3FTCOnkrEQ
· reply
· sentiment: negative
· ♥ 2
· ↻ 0
· 💬 0
· 2 engagement
16 May