Giving a well-known, beloved book a lengthy, well-written 1-star review is a strategy to farm engagement and followers on platforms like Goodreads. The controversy generates clicks and reactions, gaming the platform's incentives for clout.

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Go-to-market strategies built on outrage and controversy (rage-bait) attract attention but create a fragile brand. The audience you build is not a community of supporters but a mob waiting for you to fail. This makes it a spiritually and strategically poor choice for sustainable growth.

A new marketing tactic involves creating high-quality, AI-generated content on platforms like Reddit to promote a product. The goal is to have this seemingly authentic user content indexed and then surfaced by LLMs like ChatGPT in their summaries, creating an insidious and hard-to-detect marketing channel.

Oxford naming "rage bait" its word of the year signifies that intentionally provoking anger for online engagement is no longer a fringe tactic but a recognized, mainstream strategy. This reflects a maturation of the attention economy, where emotional manipulation has become a codified tool for content creators and digital marketers.

A/B testing on platforms like YouTube reveals a clear trend: the more incendiary and negative the language in titles and headlines, the more clicks they generate. This profit incentive drives the proliferation of outrage-based content, with inflammatory headlines reportedly up 140%.

Intentionally add small, harmless inaccuracies or out-of-place elements to your content, such as a typo, a sarcastic miscalculation, or a hidden prop. This "tasteful rage bait" prompts viewers who spot the "mistake" to comment, driving engagement without causing actual harm or anger.

The addictiveness of social media stems from algorithms that strategically mix positive content, like cute animal videos, with enraging content. This emotional whiplash keeps users glued to their phones, as outrage is a powerful driver of engagement that platforms deliberately exploit to keep users scrolling.

An analysis of X's new 'Certified Bangers' feature reveals that the most viral posts are often not inherently insightful content. Instead, they act as 'viral seeds'—simple prompts like 'what's the lore of your profile pic?'—that generate massive engagement by encouraging widespread user-generated responses. The value is in the conversation it starts, not the original post itself.

Most people only review products they love or hate, creating a J-shaped curve of extreme opinions. Prolific reviewers are less prone to this self-selection bias, as they review more consistently. Their ratings provide a more balanced and trustworthy distribution of opinions.

Alexis Ohanian shares a tactic where founders secretly purchase all moderator accounts for a relevant subreddit. This gives them control to subtly promote their products within a community that appears organic. It's a form of black-hat marketing designed to influence conversations and game the "SEO" for AI models.

People often react negatively to the overuse of AI. By intentionally adding a trivial AI feature to a physical product, you can provoke debate and outrage online. This controversy generates comments and engagement, which feeds social media algorithms and boosts your product's visibility.