Digital Persuasion Techniques
Modern persuasion techniques native to digital platforms, including algorithmic influence, UX manipulation, and information warfare.
91 techniques in this category
Dark Patterns
Deceptive UI/UX design that tricks users into taking unintended actions — sharing more data, spending more money, or being unable to cancel.
Algorithmic Amplification
Platform algorithms that preferentially surface engaging content — which tends to be outrage-inducing, divisive, or sensational — creating distorted information environments.
Filter Bubbles
Algorithmic echo chambers that reinforce existing beliefs by showing users content that matches their demonstrated preferences and hiding contradictory information.
Engagement Bait
Content deliberately designed to provoke reactions (outrage, tears, argument) for algorithmic reward rather than to inform or entertain.
Deepfakes/Synthetic Media
AI-generated fake audio, video, and images that are increasingly indistinguishable from authentic content, enabling unprecedented deception.
Astroturf Bots
Automated social media accounts that simulate grassroots opinion, amplify specific narratives, and create the illusion of popular consensus.
Clickbait
Misleading headlines that exploit the curiosity gap — promising more than the content delivers to generate clicks for advertising revenue.
Doomscrolling Design
Infinite scroll, autoplay, and variable reward mechanisms designed to exploit dopamine pathways and prevent users from stopping.
Notification Manipulation
Using strategically timed and emotionally crafted notifications to create app dependency and habitual checking behavior.
Rage Farming
Deliberately creating provocative content designed to generate angry engagement, which algorithms then amplify to massive audiences.
Context Collapse
Taking content out of its original context and presenting it to a different audience where it carries a completely different meaning.
Brigading
Coordinated group attacks on individuals, content, or communities — mass reporting, downvoting, or harassing to silence or punish.
Sea Lioning
A bad-faith harassment technique disguised as polite, persistent requests for evidence, explanation, or debate that exhaust the target.
Concern Trolling
Pretending to be a sympathetic ally while actually undermining a position through exaggerated concern, doubt-sowing, and morale-damaging rhetoric.
Sockpuppeting
Operating multiple fake online identities to create the illusion of grassroots support, consensus, or independent agreement.
Hashtag Hijacking
Co-opting trending hashtags or creating misleading hashtag campaigns to push unrelated agendas or distort public discourse.
Precision Microtargeting
Using detailed personal data to deliver individually customized persuasive messages at scale, exploiting each person's specific psychological profile.
Gamification Manipulation
Using game mechanics — points, streaks, badges, leaderboards, levels — to control behavior and create compulsive engagement loops.
Platform Lock-in
Designing ecosystems that make leaving prohibitively costly through data formats, social networks, learned skills, and accumulated content that cannot be transferred.
Data-Driven Persuasion Profiling
Using behavioral data to build individual psychological profiles that identify each person's specific persuasion vulnerabilities.
Attention Hijacking
Deliberately capturing and redirecting public or individual attention away from important matters toward trivial, sensational, or manufactured concerns.
Cognitive Overload
Deliberately overwhelming someone's information processing capacity to prevent careful evaluation and force heuristic (shortcut-based) decision-making.
Decision Fatigue Exploitation
Timing important requests or decisions for when targets are depleted from prior decision-making, exploiting reduced willpower and critical thinking.
Trust Erosion Campaigns
Systematic efforts to undermine public trust in institutions, experts, media, and shared knowledge — making the population unable to coordinate or resist.
Uncertainty Weaponization
Deliberately creating or amplifying uncertainty about facts, science, or events to prevent action, maintain the status quo, or create space for preferred narratives.
Coordinated Inauthentic Behavior
Groups of accounts, pages, or sites that work together to mislead people about who is behind a message or how much support it has, concealing coordination and identity rather than simply expressing a view.
Bot Amplification
Using automated or semi-automated accounts to inflate the early reach of content — retweets, likes, replies, trending signals — so that recommendation systems and human observers treat it as popular.
Just Asking Questions
Advancing an accusation or conspiracy claim in the grammatical form of a question so that the speaker plants the idea while disclaiming responsibility for asserting it.
Data Void Exploitation
Filling search terms that have little or no credible content — breaking-news names, obscure phrases, newly coined terms — with manipulative material so that anyone who searches finds only the manipulator's answer.
Keyword Squatting
Seizing the accounts, hashtags, domains, or search terms associated with a group, person, or idea so that the squatter — often an opponent — controls what audiences find when they look for it.
Source Hacking
Manipulating journalists and other trusted intermediaries into carrying a false or engineered story by planting material where they will find it and shaping it to fit their verification habits.
Trading Up the Chain
Moving a story from low-credibility venues to progressively more reputable ones, each outlet citing the last, until a claim that could never have been published directly appears in mainstream news.
Out-of-Context Media
Presenting a genuine photo, video, or quote with a false time, place, speaker, or framing so that authentic material supports a claim it has nothing to do with.
Nutpicking
Selecting the most extreme, foolish, or obscure members of a group and presenting them as representative, so that an audience judges millions of people by the worst example that could be found.
Participatory Disinformation
Disinformation produced collaboratively — elites supply frames and cues, ordinary supporters generate the specific claims, sightings, and evidence, and the elites amplify what the crowd produced — so that a campaign has no single author and every participant is sincere.
Recommendation Rabbit Hole
The pathway by which recommendation systems, and the creators who learn to work them, move a viewer stepwise from mainstream content toward more extreme material — each suggestion slightly more intense than the last, so that no single step feels like a choice.
Epistemic Bubble
An information structure in which relevant voices are simply absent — through whom one follows, reads, and befriends — as distinct from an echo chamber, in which outside voices are present but have been actively discredited in advance.
Impersonation Accounts
Social-media accounts that pose as a real person, organization, movement, or news outlet — borrowing the target's name, image, and credibility — to speak in their voice, discredit them, or harvest the trust their identity commands.
Typosquatting Domains
Registering web domains that look like a trusted one — a misspelling, a swapped letter, a different top-level domain, a lookalike character — so that the site is mistaken for the original by readers, search engines, and anyone who glances at a link.
Screenshot Forgery
Fabricating or altering an image of a post, message, headline, or document — a tweet that was never sent, a text that was never received, a chyron that never aired — so that the forgery carries the evidentiary weight of a captured record.
Fake Fact-Check
Using the format and vocabulary of fact-checking — verdict labels, the word debunked, a rating scale, a research aesthetic — to deliver propaganda or partisan messaging, so that the audience's trust in verification is turned against verification.
Misattributed Quotes
Attaching words to a famous or authoritative name that never said them — fabricated, paraphrased beyond recognition, or borrowed from someone obscure — so that the quotation persuades by the authority of its supposed author rather than by its content.
Meme Warfare
The organized use of memes — image macros, catchphrases, remixable formats — as instruments of political and information conflict, valued because they spread through participation, carry a frame in seconds, and can be disowned by whoever launched them.
Leak Forgery
Inserting forged or altered documents into a genuine leak, or fabricating a leak outright, so that the authenticity of the real material vouches for the fake and the forgery reaches the public with the credibility of a disclosure.
Confirmshaming
Wording the decline option in a dialog as a self-critical first-person statement — “No thanks, I like paying full price” — so that refusing the offer means publicly labeling yourself as foolish, cheap, or uncaring.
Roach Motel
A flow designed so that getting in takes one click and getting out takes a maze: subscriptions, memberships, and accounts that are effortless to join and deliberately laborious to cancel or delete.
Sneak into Basket
Adding an item, service, or upgrade to the shopping cart without the buyer choosing it — through a pre-selected add-on, an opt-out box, or an insertion during checkout — so that not buying it requires noticing and acting.
Forced Continuity
Converting a free trial or a one-off purchase into recurring charges without a clear moment of consent — taking payment details up front, staying silent as the trial ends, and relying on inertia and inattention to keep the billing running.
Trick Questions
Phrasing a form question, checkbox, or button so that a quick reading produces the opposite of what the user intends: double negatives, adjacent boxes with opposite polarity, and decline options placed where no one would look.
Misdirection UI
Using visual design — colour, size, position, motion, and borrowed iconography — to pull attention toward the choice the designer wants and away from the one the user wants, without changing a word of the text.
Fake Countdown Timer
A visible clock counting down to the “end” of an offer that does not actually end — it resets on reload, restarts for the next visitor, or reaches zero with the price unchanged — manufacturing urgency where none exists.
Fake Stock Counter
Displaying “Only 3 left!” or “14 people are viewing this” figures that are generated rather than measured, to trigger scarcity and competition responses about a product that is in fact plentiful.
Fake Reviews
Manufacturing, buying, gating, or suppressing consumer reviews so that a rating summary reflects what the seller wants buyers to believe rather than what buyers experienced.
Variable Reward Schedule
Delivering rewards — a like, a match, a rare item, an interesting post — unpredictably rather than every time, so that checking becomes compulsive and persists long after the rewards thin out.
Infinite Scroll
A feed that loads more content as the user approaches the bottom, removing the page break, the “next” click, and every other natural moment at which a person would decide whether to continue.
Autoplay
Starting the next video, episode, or clip automatically — often with a countdown — so that continuing requires nothing and stopping requires an action taken against content already playing.
Streak Mechanics
Counting consecutive days of use and displaying the count so that a missed day “breaks” something, turning loss aversion over an arbitrary number into a daily reason to open the app.
Social Proof Widgets
Interface elements that display other people's behaviour as a cue to act — “1,204 bought this today”, “Sarah from Leeds just purchased”, star aggregates, “trending” and “best seller” badges — whether the underlying numbers are measured, cherry-picked, or generated.
Retargeting Pursuit
Following a person across websites and apps with advertisements for the exact product, page, or cause they looked at, for days or weeks, so that the abandoned decision is never allowed to close.
Free as Data Payment
Offering a service as “free” when its price is paid in personal data and attention — collected, profiled, and sold to advertisers — so that the word “free” switches off the cost-benefit scrutiny a stated price would trigger.
Consent Theater
Cookie banners and permission dialogs built to produce a recordable “yes” rather than an informed, free choice — accept-all in colour, reject buried or absent, “legitimate interest” pre-toggled, and the same prompt repeated until the user gives in.
Pre-Checked Boxes
Presenting a choice with the option that benefits the business already selected — the marketing consent ticked, the add-on included, the donation set to recurring — so that inaction becomes agreement.
Obstruction
Making a task the business would rather you did not complete — cancelling, comparing, deleting, refusing, claiming — deliberately harder than it needs to be, so that a predictable share of people give up at each added step.
Nagging
Repeating a request the user has already declined — turn on notifications, upgrade now, install the app, rate us, switch browsers — at intervals and without a “never” option, until compliance becomes cheaper than refusal.
Privacy Zuckering
Tricking people into sharing more about themselves than they intended — through defaults set to public, settings scattered across a maze, upbeat framing of disclosure, and silent changes to what “private” means.
Friend Spam
Asking for access to a person's contacts or social accounts under a benign pretext — “see which friends are already here” — and then messaging those contacts in the person's name, often repeatedly, without their knowledge.
Loot Boxes
Selling a sealed random draw inside a game — a box, pack, or “gacha” pull whose contents are unknown until paid for — so that a variable-ratio reward schedule, near-miss theatre, and an obscured price combine into a purchase that behaves like a wager.
Pay to Skip Friction
Manufacturing a wait, a limit, or an annoyance — a build timer, an energy meter, an unskippable ad, a queue — and then selling its removal, so that the product's revenue depends on the discomfort it creates.
False Bot Accusation
Dismissing real critics, supporters, or whole movements as bots, paid trolls, or foreign agents so that their arguments never have to be answered.
The Bot-or-Not Fallacy
The analyst error of treating high activity, an odd handle, a default avatar, imperfect English, or simple disagreement as proof that an account is automated or fake.
Premature Attribution
The analyst error of naming the actor behind an operation on the strength of content, language quirks, timing, or who benefits, before there is evidence that could actually distinguish one actor from another.
Dashboard Overreach
Presenting a public monitoring dashboard as if it tracked a state actor's operatives in real time when the underlying account list is undisclosed, unverified, or defined far more loosely than the headline implies.
Attribution Laundering
An unsupported or heavily hedged claim about who is behind something gains apparent solidity by being repeated up a chain of outlets, each citing the last, until the original caveats and the original thin evidence are out of sight.
Online False-Flag Operation
Running an intrusion or influence campaign so that the evidence points to a third party — planting another actor's language, tools, personas, or infrastructure in order to be misattributed.
Perception Hacking
An operation whose real objective is to be noticed and believed powerful, so that the public concludes elections, media, or online discourse are compromised, whether or not the operation itself achieved anything.
Cutout Personas
Invented intermediaries — a lone hacker, a hacktivist collective, a leak site, a concerned insider — that stand between a sponsor and the public so that material can be released or claims made with a false, deniable origin story.
Influence Operations for Hire
Marketing, PR, and so-called dark PR firms that run fake-account networks and front media for paying clients, which hides the true sponsor behind a commercial contract and makes attribution to any state or party much harder.
Synthetic Personas at Scale
The use of generative models to produce the names, biographies, posting histories, and voices of fake accounts in bulk, so that one operator can present as a crowd of distinct, fluent individuals.
LLM Comment Flooding
Filling reply threads, review sections, legislators' inboxes, or regulatory comment dockets with machine-written messages that each look individually composed, so that volume is mistaken for public sentiment.
AI-Generated News Sites
Websites dressed as news outlets whose articles are produced mostly or entirely by generative models with little or no human oversight, built to harvest advertising revenue or to launder narratives under a newsroom-like name.
The Liar's Dividend
Dismissing authentic evidence as fabricated by pointing to the existence of deepfakes and AI tools. The more the public knows that convincing fakes are possible, the more plausible the denial of something real becomes.
Cheapfakes (Low-Tech Media Manipulation)
Deceptive audiovisual material made with ordinary tools (slowing, speeding, cropping, splicing, or simply recaptioning real footage) rather than with machine learning. Attention goes to deepfakes; most of the damage is done by these.
AI-Translated Localization
Using machine translation and language models to run one covert campaign in many languages at once, with copy fluent enough to pass as locally written, while hiding that it originates elsewhere.
Synthetic Profile Photos
Giving fake accounts AI-generated faces of people who do not exist, so that a reverse image search finds no stolen original and the persona appears to be a unique, real individual.
AI-Personalized Persuasion
Using a language model to compose or conduct persuasion adapted to an individual: their stated reasons, their demographics, or the live course of a conversation.
Chatbot Sycophancy and Companion Influence
The exploitation of two properties of conversational AI: its trained tendency to agree with and flatter the user, and the emotional reliance people form on companion chatbots. Together they create a channel through which engagement, spending, or beliefs can be steered.
Synthetic Nonconsensual Imagery as Intimidation
Creating or circulating sexually explicit fabricated images of a real person without consent in order to humiliate, silence, extort, or drive them out of public or private life.
AI Robocall Impersonation
Automated phone calls that use a cloned or synthetic voice of a trusted public figure, often with a spoofed caller ID, to deliver false instructions to many people at once.
Detector Overtrust
Treating the output of an AI-content detector as proof that a text or image is or is not machine-made, whether to accuse a person, to clear a fake, or to discredit authentic material.
Provenance Theater
Invoking watermarks, content credentials, or AI labels as if they settled authenticity, when these signals only mean something if they are present, intact, and checked. The absence of a label proves nothing, and a label can be misapplied.
LLM Grooming and Data-Poisoning Narratives
Publishing large volumes of low-quality or false web content with the aim, or the effect, of shaping what search engines and AI chatbots later repeat, together with the wider and often overstated claim that synthetic text is degrading the models themselves.