B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
65%
65% -- share of comments generic and competent for public social media comments (LinkedIn and X) (2026)
Around 65% to 70% of comments analyzed were generic, competent comments in the middle category.
- Manual rubric-based classification of 500 comments across 10 posts on LinkedIn and X
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
65%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
500
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Musubi Labs
Primary
Tier B
https://www.musubilabs.ai/post/ai-comment-detection-what-we-found ↗
Source Article
We Tried to Detect Bots in 500 Comments. We Found a More Interesting Problem. | Musubi
The short version: We set out to build a text-level bot detector by trying to sort 500 comments from public social media posts into "bot" and "human." After analyzing the results, we realized we were asking the wrong question. The more useful question turned out to be "does this comment add anything…
Original Research
Musubi Labs
· Original study ↗
Methodology
Manual rubric-based classification of 500 comments; range 65-70%, midpoint reported
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
public social media comments (LinkedIn and X): 65% share of comments generic and competent. Source: Musubi Labs (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/social-comments-generic-middle-category-2026
HTML Embed
<blockquote cite="https://lighthousedata.io/data/social-comments-generic-middle-category-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>65%</strong> -- share of comments generic and competent for public social media comments (LinkedIn and X)<br><small>Source: Musubi Labs (2026) · <a href="https://lighthousedata.io/data/social-comments-generic-middle-category-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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