B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
2%
2% -- negative reply rate for AI responses on Reddit (2025)
The recommended target negative reply rate (spam accusations or criticism) for LLM comment operations on Reddit is less than 2%.
- Represents a recommended operational target/KPI threshold (<2%), not an empirical survey or measured benchmark.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
2%
Unit
Percentage
Data Vintage
2025
Entity
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
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Ranketize
Primary
Tier A
https://ranketize.com/blog/2025/01/guardrails-llm-comment-ops-reddit ↗
Source Article
Guardrails for LLM Comment-Ops on Reddit (Playbook) | Ranketize
Guardrails for LLM Comment-Ops on Reddit (Playbook)
How to implement brand-safe LLM automation with escalation rules and human oversight—without getting banned or embarrassing your brand.
The LLM Comment-Ops Opportunity (and Risk)
Large language models have made it possible to monitor thousands of R…
Original Research
Ranketize
· Original study ↗
Methodology
Target negative reply rate for AI responses receiving spam accusations or criticism.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI responses on Reddit: 2% negative reply rate. Source: Ranketize (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/guardrails-llm-comment-ops-reddit-negative-reply-rate
HTML Embed
<blockquote cite="https://lighthousedata.io/data/guardrails-llm-comment-ops-reddit-negative-reply-rate" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>2%</strong> -- negative reply rate for AI responses on Reddit<br><small>Source: Ranketize (2025) · <a href="https://lighthousedata.io/data/guardrails-llm-comment-ops-reddit-negative-reply-rate" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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