Polls showing negative sentiment towards AI are misleading and easily manipulated. The real signal is behavior. Like people who claim to dislike social media but use it daily, consumers are adopting AI tools at an unprecedented rate, with high usage and retention. This 'revealed preference' trumps survey answers.

Public discourse on AI often misses a key dichotomy. While consumer-facing AI products are widely disliked and fail to deliver value, AI has found significant product-market fit within the enterprise for tasks like coding and business process automation. This explains the disconnect between venture capital hype and public skepticism.

Surveys show public panic about AI's impact on jobs and society. However, revealed preferences—actual user behavior—show massive, enthusiastic adoption for daily tasks, from work to personal relationships. Watch what people do, not what they say.

Polling data reveals a significant divide: people who regularly use AI are far less negative about it than non-users. This suggests the most effective way to combat public fear is to encourage hands-on interaction and demonstrate tangible benefits, rather than relying solely on messaging.

Despite declining public trust in AI, usage is surging. This mirrors past scandals like Facebook's Cambridge Analytica, where outrage generated headlines but had minimal impact on user growth. For many tech platforms, the brand reputation for increasing shareholder value ultimately matters more than public sentiment.

Despite negative polling, individuals who fear the abstract concept of "AI" often simultaneously rely on specific applications like ChatGPT. This highlights a cognitive dissonance where the overarching technology is feared, but its practical tools are valued, suggesting a branding and education problem for the industry.

A significant public perception gap exists around AI. As a broad concept, "AI" is feared due to job displacement concerns. Yet, specific AI tools like chatbots are widely adopted and loved for their daily utility. This highlights a critical branding and communication challenge for the industry: the fear of the abstract versus the love of the concrete.

Public opinion on AI is surprisingly negative, ranking lower than most political entities. This is driven by media focus on risks like job loss and resource consumption, overshadowing the tangible benefits experienced by millions of users. People's positive experiences with ChatGPT often coexist with a general, media-fueled distrust of "AI."

A National Bureau of Economic Research paper shows a disconnect between tech narratives and business reality. While most firms technically use AI (often embedded in SaaS), they don't perceive a significant impact on productivity or employment, creating a perception gap that could influence policy.