From Substack to YouTube, here are the social platforms cracking down on AI slop 10%

By Sydney Bradley11% Katherine Li10% Dan Whateley11%

7/22/2026, 12:26:00 AM

BS Summary: This article contains 17 faulty reasoning types, including Framing Effect, Appeal to Authority, and Ambiguity (Equivocation), with Negativity Bias as the most egregious example at 14% saturation with 126 hits. Analysis detected 711 faulty-reasoning hits from 899 analyzed words, generating a BS Score of 27% and a BS Rank of 10% (18,552 of 20,498 articles). This article is better (less manipulative) than 90.50% of the article peer group.

Companies running social platforms are updating their guidelines on AI-generated content, especially for monetized accounts. 
Social platforms are updating their guidelines on AI-generated content. 
AI has been a point of tension across the creator community for years. 
Here's how social platforms are handling AI-generated content and monetization. 
As tech companies race to weave AI into every inch of their products, they're discovering there's a fine line between embracing new technology and flooding users with low-quality, machine-generated content. 
The shifting guidelines reflect a broader tension across the creator economy. 
Not long ago, social platforms competed aggressively for influencers with creator funds, exclusive programs, and monetization tools. 
Many of those same companies are now investing billions in AI products and infrastructure, leaving some creators worried they're becoming less central to the platforms they helped grow. 
Here's how major social platforms that rely on creators, including YouTube and Substack, are dealing with the proliferation of AI content. 
YouTube is sharpening its stance on AI-generated content, 
In an update from the company's trust and safety team, on July 20, YouTube said it wants to reward creators who use AI to enhance original storytelling, as opposed to those who mass-produce generic content or AI personas designed to game the platform. 
A YouTube spokesperson told Business Insider that the policy isn't new but an important clarification of YouTube's long-standing "inauthentic content" policy, intended to reduce ambiguity for content creators who have been demonetized for repetitive, low-effort, or emotionally manipulative videos. 
YouTube has spent years pitching itself to advertisers as the future of television , and a surge of AI-generated spam threatens to undermine that message. 
In January, the platform removed more than a dozen popular channels that had amassed millions of views by pumping out AI-generated videos featuring characters like cats and Jesus. 
Video editing platform Kapwing published a report estimating that 21% of YouTube's feed was AI-generated videos. 
TikTok isn't shying away from generative AI. 
The company and its owner, ByteDance, offer an array of AI tools for content creators on its marquee app and video editor CapCut. 
Creators who post on its e-commerce platform, TikTok Shop, have been ramping up the use of AI to sell products this year. 
Much of the company's tech is built around ByteDance's AI video model, Seedance 2.0. 
Still, TikTok is taking a variety of steps to keep generative AI under control across its ecosystem. 
The company requires creators to label AI-generated content and appends an invisible watermark to the metadata of some videos to indicate they are artificially generated. 
In November, the company introduced the ability for users to toggle the amount of AI content that appears in their feeds. 
In July, the company said it's beginning to test "improved detection systems to target accounts dedicated to posting AI-generated spam that crowds out original creators." 
The newsletter platform announced on July 21 that it would help readers identify AI-generated content . 
Substack will now let readers scan content to estimate how much AI may have been used in its writing. 
Substack is partnering with Pangram, an AI detector tool, to power its AI identification tools. 
Creators on Substack can also add a disclosure to their content explaining how they made it, such as noting that they used Claude for copyediting, or if they don't use AI at all. 
However, users can fairly easily disable this tool for their Substack content by turning off AI analysis in their publication settings. 
Creators can opt out of Pangram's automated scanning, meaning readers will no longer see an AI-use estimate on those posts. 
Pinterest is no stranger to AI slop. 
In 2025, the platform began adding AI labels to content. 
Pinterest lets creators label content as AI-modified or -generated, and has its own detection systems to flag content that may have been AI-generated. 
Pinterest also added a tool that lets users limit the amount of AI-generated content appearing in their feeds. 
In June, Pinterest's CEO Bill Ready told Business Insider's editor in chief, Jamie Heller, at Cannes Lions that while there are "so many great uses of AI," there is also a "bit of a counter movement to that with consumers." 
"We provide users with controls to decide whether they want to see more or less GenAI content in their feed," a Pinterest spokesperson told Business Insider. 
"Additionally, our Community Guidelines apply to GenAI content, and our recommendation system prioritizes high-quality content, regardless of if it's human-created or GenAI." 
Meta wants users to create and engage with content made with its own AI tools, so, for the most part, it has let content like the famed Shrimp Jesus run free. 
However, the company has been labeling content as AI-generated since 2024. 
Across Facebook, Instagram, and Threads, Meta adds an "AI info" label to content it detects as AI-generated. 
It doesn't automatically do the same for content that was modified with AI, though. 
Meta "may require" its AI labels on content with "photorealistic video or realistic-sounding audio that was digitally created, modified or altered, including with AI," per the company's help page explaining its AI policies. 
People can also voluntarily add the label to their content. 
In June, Meta started putting its "AI info" label on advertisements that use AI, whether they're created by Meta's own tools or third-party editing services. 
Read the original article on Business Insider 
Article reasoning-pattern comparisonThis article: 1.9%Sydney Bradley: 0.6%Business Insider: 2.4%Confirmation Bias1.9%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.8%Anchoring Bias0.0%This article: 3.2%Sydney Bradley: 1.7%Business Insider: 3.3%Availability Heuristic3.2%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.7%Representativeness Heuristic0.0%This article: 2.4%Sydney Bradley: 0.8%Business Insider: 1.0%Hindsight Bias2.4%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 1.7%Overconfidence Bias0.0%This article: 8.6%Sydney Bradley: 7.9%Business Insider: 4.9%Framing Effect8.6%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.7%Loss Aversion0.0%This article: 1.9%Sydney Bradley: 0.6%Business Insider: 0.7%Status Quo Bias1.9%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.3%Sunk Cost Effect0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 2.6%Optimism Bias0.0%This article: 6.5%Sydney Bradley: 2.2%Business Insider: 1.4%Pessimism Bias6.5%This article: 14.0%Sydney Bradley: 9.4%Business Insider: 4.8%Negativity Bias14.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 1.8%Self-Serving Bias0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.6%Fundamental Attribution Error0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.2%Actor-Observer Bias0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.7%In-Group Bias0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.2%Out-Group Homogeneity Bias0.0%This article: 2.4%Sydney Bradley: 0.8%Business Insider: 2.7%Halo Effect2.4%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Horn Effect0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.0%Dunning-Kruger Effect0.0%This article: 0.9%Sydney Bradley: 0.8%Business Insider: 1.2%Recency Bias0.9%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.4%Primacy Effect0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Blind-Spot Bias0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.3%Ad Hominem0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Straw Man0.0%This article: 8.5%Sydney Bradley: 2.8%Business Insider: 3.5%Appeal to Authority8.5%This article: 0.0%Sydney Bradley: 1.6%Business Insider: 1.2%False Dilemma0.0%This article: 0.0%Sydney Bradley: 1.1%Business Insider: 0.6%Slippery Slope0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Circular Reasoning0.0%This article: 1.0%Sydney Bradley: 1.4%Business Insider: 3.9%Hasty Generalization1.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.2%Red Herring0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.5%Bandwagon0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 3.1%Appeal to Emotion0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.7%Begging the Question0.0%This article: 5.9%Sydney Bradley: 2.0%Business Insider: 2.3%Post Hoc (False Cause)5.9%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Tu Quoque0.0%This article: 4.3%Sydney Bradley: 1.4%Business Insider: 0.2%Burden of Proof4.3%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Appeal to Nature0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.2%Composition/Division0.0%This article: 5.2%Sydney Bradley: 1.7%Business Insider: 3.5%Anecdotal5.2%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%No True Scotsman0.0%This article: 7.2%Sydney Bradley: 2.4%Business Insider: 1.5%Ambiguity (Equivocation)7.2%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.0%Gambler’s Fallacy0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Middle Ground0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.0%Personal Incredulity0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Special Pleading0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.0%Genetic Fallacy0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 1.2%Unattributed Quote0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.7%Quote-first Misdirection0.0%This article: 3.4%Sydney Bradley: 5.6%Business Insider: 3.4%Biased Writer Voice3.4%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 1.3%Indoctrination0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Politically Left Leaning Bias0.0%This article: 0.0%Sydney Bradley: 0.0%Business Insider: 0.1%Politically Right Leaning Bias0.0%This article: 1.7%Sydney Bradley: 0.6%Business Insider: 1.6%Attempt to Sell a Product or S…1.7%

899 words analyzed.

Speakers

8speakers41%attributed speech533writer words
Voice mapSelect a segment to jump to its words
Writer's voice • 14 words • 0.0% coverageWriter's voice • 15 words • 0.0% coverageWriter's voice • 9 words • 0.0% coverageWriter's voice • 13 words • 0.0% coverageWriter's voice • 10 words • 0.0% coverageWriter's voice • 30 words • 0.0% coverageWriter's voice • 11 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 28 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageYouTube • 43 words • 0.0% coverageBusiness Insider • 39 words • 0.0% coverageWriter's voice • 25 words • 0.0% coverageWriter's voice • 28 words • 0.0% coverageKapwing • 16 words • 0.0% coverageWriter's voice • 7 words • 0.0% coverageTikTok • 23 words • 0.0% coverageWriter's voice • 22 words • 0.0% coverageWriter's voice • 14 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageTikTok • 25 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageTikTok • 25 words • 0.0% coverageWriter's voice • 16 words • 0.0% coverageSubstack • 19 words • 0.0% coverageSubstack • 15 words • 100.0% coverageWriter's voice • 33 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageWriter's voice • 20 words • 0.0% coverageWriter's voice • 7 words • 0.0% coverageWriter's voice • 10 words • 0.0% coveragePinterest • 23 words • 0.0% coverageWriter's voice • 18 words • 0.0% coverageBill Ready • 40 words • 0.0% coveragePinterest • 26 words • 0.0% coveragePinterest • 22 words • 0.0% coverageWriter's voice • 31 words • 100.0% coverageWriter's voice • 11 words • 0.0% coverageMeta • 17 words • 0.0% coverageWriter's voice • 14 words • 0.0% coverageMeta • 33 words • 0.0% coverageWriter's voice • 10 words • 0.0% coverageWriter's voice • 25 words • 0.0% coverageWriter's voice • 7 words • 0.0% coverage
Selected voice

Business Insider

100%flagged-word coverage
39 attributed words11% of attributed speech49% writer coverage
0%5.0%10.0%Biased Writer Voice-5.8 ptsWriter: 5.8%Business Insider: 0.0%0.0%

Attribution is sentence-level. Pattern percentages are calculated only from words assigned to that voice.

Loading…
Loading…
Loading…

Analysis

Hover over highlighted words in the article to view the associated bias or fallacy analysis.