B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
6.1%
6.1% -- citation share negative sentiment for Reddit posts about brands (2026)
Based on an analysis of 248,000 Reddit posts, 6.1% of citations featured negative brand sentiment.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
6.1%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
248,000
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
akselera.tech
Primary
Tier C
https://akselera.tech/en/insights/guides/chatgpt-optimization-guide ↗
Source Article
ChatGPT Optimization 2026: Get Cited & Recommended
Original Research
akselera.tech
· Original study ↗
Methodology
Analysis of 248K Reddit posts
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Reddit posts about brands: 6.1% citation share negative sentiment. Source: akselera.tech (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/reddit-negative-sentiment-citations-6-1
HTML Embed
<blockquote cite="https://lighthousedata.io/data/reddit-negative-sentiment-citations-6-1" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>6.1%</strong> -- citation share negative sentiment for Reddit posts about brands<br><small>Source: akselera.tech (2026) · <a href="https://lighthousedata.io/data/reddit-negative-sentiment-citations-6-1" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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