Verified Reviews

Performed authenticity

AI detected as: Manufactured Authenticity

The deliberate construction of "realness" — confessional tone, casual filming, strategic vulnerability — designed to lower your guard. When someone appears unpolished and honest, you evaluate their claims less critically. The spontaneity is rehearsed.

Goffman's dramaturgy (1959); Audrezet et al. (2020) on performed authenticity

Intensity amplification

AI detected as: Sensationalism

Inflating the importance, drama, or shock value of information using superlatives, alarming framing, and emotional language. Once your alarm system activates, you stop evaluating proportionality.

Cultivation theory (Gerbner, 1969); availability heuristic (Tversky & Kahneman, 1973)

Strategic ambiguity

Leaving claims vague enough that different audiences each hear what they want. By never committing to a specific, falsifiable position, the speaker avoids accountability while supporters project their own preferred meaning.

Eisenberg (1984); dog whistling research (Mendelberg, 2001)

Performed authenticity

The deliberate construction of "realness" — confessional tone, casual filming, strategic vulnerability — designed to lower your guard. When someone appears unpolished and honest, you evaluate their claims less critically. The spontaneity is rehearsed.

Goffman's dramaturgy (1959); Audrezet et al. (2020) on performed authenticity

Intensity amplification

Inflating the importance, drama, or shock value of information using superlatives, alarming framing, and emotional language. Once your alarm system activates, you stop evaluating proportionality.

Cultivation theory (Gerbner, 1969); availability heuristic (Tversky & Kahneman, 1973)

Parasocial leveraging

Leveraging the one-sided emotional bond you form with creators you watch regularly. Because you feel like you "know" them, their opinions carry the weight of a friend's advice rather than a stranger's. Creators can monetize this by blurring genuine sharing with paid promotion.

Horton & Wohl's parasocial interaction theory (1956); Reinikainen et al. (2020)

Direct appeal

Explicitly telling you what to do — subscribe, donate, vote, share. Unlike subtler techniques, it works through clarity and urgency. Most effective when preceded by emotional buildup that makes the action feel like a natural next step.

Compliance literature (Cialdini & Goldstein, 2004); foot-in-the-door (Freedman & Fraser, 1966)

Curiosity gap

Creating a deliberate gap between what you know and what you want to know, triggering curiosity as an almost physical itch. Headlines like "You won't believe..." are engineered to exploit this. The content rarely delivers on the promise.

Loewenstein's Information Gap Theory (1994)

Social proof

Presenting the popularity or consensus of an opinion as evidence that it's correct. When you see many others have endorsed something, it feels safer to follow. This shortcut can be manufactured — fake reviews, inflated counts, and cherry-picked polls all simulate consensus.

Cialdini's Social Proof principle (1984); Asch conformity experiments (1951)

Fear appeal

Presenting a vivid threat and then offering a specific action as the way to avoid it. Always structured as: "Something terrible will happen unless you do X." Most effective when the threat feels personal and the action feels achievable.

Witte's Extended Parallel Process Model (1992)