Topic summary
25%32 analyzed articles/videos18,378 analyzed words
BS Summary: These Ai Ethics results contain 54 faulty reasoning types, including Hasty Generalization, Biased Writer Voice, and Appeal to Emotion, with Negativity Bias as the most egregious example at 9.6% saturation with 12,135 hits. Analysis detected 101,811 faulty-reasoning hits from 126,552 analyzed words across 32 articles, generating a BS Score of 1.5% and a BS Rank of 8% (14,564 of 15,722 topics). This Ai Ethics is better (less manipulative) than 92.60% of the peer group.
Ai Ethics

Ranking context

Position among analyzed topics

7% percentile
02550751007.4% percentile
1.5% BS Score32 analyzed articles126.6K analyzed words

Reasoning profile

Selected profile versus the sitewide rate

TopicSitewideShared scale 0–50%
0.0%10%20%30%40%50%Framing EffectSitewide 26.9%Topic 4.4%4.4%Appeal to EmotionSitewide 15.9%Topic 4.5%4.5%Negativity BiasSitewide 19.2%Topic 9.6%9.6%Appeal to AuthoritySitewide 11.1%Topic 3.6%3.6%In-Group BiasSitewide 6.9%Topic 0.5%0.5%Halo EffectSitewide 6.7%Topic 0.9%0.9%Availability HeuristicSitewide 9.1%Topic 3.4%3.4%Optimism BiasSitewide 6.0%Topic 1.8%1.8%Confirmation BiasSitewide 7.5%Topic 3.5%3.5%Anchoring BiasSitewide 4.0%Topic 0.4%0.4%

Sitewide departure map

Above the diagonal means this profile uses the pattern more often

0.0%0.0%10%10%20%20%30%30%40%40%50%50%Framing Effect: Topic 4.4%, sitewide 26.9%Negativity Bias: Topic 9.6%, sitewide 19.2%Appeal to Emotion: Topic 4.5%, sitewide 15.9%Appeal to Authority: Topic 3.6%, sitewide 11.1%Availability Heuristic: Topic 3.4%, sitewide 9.1%Hasty Generalization: Topic 7.1%, sitewide 8.1%Confirmation Bias: Topic 3.5%, sitewide 7.5%Biased Writer Voice: Topic 7.0%, sitewide 5.3%In-Group Bias: Topic 0.5%, sitewide 6.9%Halo Effect: Topic 0.9%, sitewide 6.7%Optimism Bias: Topic 1.8%, sitewide 6.0%Anecdotal: Topic 3.1%, sitewide 5.2%Overconfidence Bias: Topic 2.0%, sitewide 4.6%Anchoring Bias: Topic 0.4%, sitewide 4.0%Self-Serving Bias: Topic 1.5%, sitewide 3.7%Post Hoc (False Cause): Topic 1.9%, sitewide 3.3%Out-Group Homogeneity Bias: Topic 0.2%, sitewide 3.1%Fundamental Attribution Error: Topic 0.9%, sitewide 2.7%Recency Bias: Topic 1.0%, sitewide 2.7%Loss Aversion: Topic 0.5%, sitewide 2.5%Indoctrination: Topic 2.4%, sitewide 0.0%Bandwagon: Topic 0.4%, sitewide 2.2%Status Quo Bias: Topic 0.4%, sitewide 2.2%Ad Hominem: Topic 1.1%, sitewide 2.2%Framing EffectSitewide rateTopic rate

Analyzed articles and videos

Zuckerberg says AI should empower people, not replace them, in new Meta vision99%
Fox Business91%7/23/2026, 10:00:06 AM
I Reported on Flock’s Cameras. Now I’m One of the System’s Mistakes2%
The Drive31%By Joel Feder4%7/22/2026, 5:38:14 PM
The Misguided Panic About Superintelligence59%
Persuasion36%By Jerry Kaplan0%7/22/2026, 5:20:17 PM
OpenAI Admits Model Escaped Containment And Hacked Hugging Face To Cheat On A Test46%
ZeroHedge69%By Tyler Durden61%7/22/2026, 12:05:00 PM
OpenAI admits it was the source of the agent swarm that attacked Hugging Face34%
The Register36%7/22/2026, 1:30:45 AM
Frontier AI Is Faceplanting at Real-World Workplace Tasks62%
Futurism88%By Joe Wilkins85%7/21/2026, 8:33:03 PM
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation40%
Fortune53%By Jeremy Kahn45% Emily Forlini21%7/21/2026, 7:45:00 PM
AI CEOs Facing Full-on Revolt From Employees72%
Futurism88%By Joe Wilkins85%7/21/2026, 6:22:57 PM
Judge Approves Anthropic's Record-Breaking $1.5 Billion Settlement For AI Copyright Lawsuit58%
Engadget39%By Mariella Moon43%7/21/2026, 9:15:55 AM
Lawsuit Alleges That ChatGPT Encouraged Suicide of Woman Who Walked Into Traffic79%
Futurism88%By Maggie Harrison Dupré81%7/20/2026, 1:34:20 PM