a working document · built by sab ali
Part II - The engines
03

The viral engine

Be specific, be surprising, stay benign & show the pain instead of describing it.

  • benign violation
  • format + idea + twist
  • make the pain visible
  • anti-professional

Creative that spreads isn't luck - it's built from a small number of repeatable moves. Humor is the highest-leverage (72% of people say they'd pick a funny brand over a serious one, and it's the one thing AI is genuinely bad at), but the same logic drives non-comedic virality too.

The theory

Benign violation. Something lands only when three things hit at once: a violation (something off/wrong), that it's also benign (safe), and both register simultaneously. Too safe is boring; pure violation is offensive. Every viral stunt is a controlled violation held inside a safe frame.

Two rulesBe specific, be surprising

  • Be specific. Inside jokes are the weapon. Find the one thing everyone in your niche feels strongly about but nobody says out loud, and say it. (A viral post generator worked because "LinkedIn posts are cringe" was the unspoken truth; the fake cringe-meter was the exact word the audience used.)
  • Be surprising. Know your audience's expectation, then subvert it. Reliable formula: Format + Idea + Twist - borrow a structure people know, pour in your idea, flip it in a way they don't see coming. Keep a swipe file of formats and ask "what's my version?"

MoveMake the pain visible

Don't describe what your product removes - show the misery of not having it.

see detail →

Kevin from The Office filing 600,000 expense reports by hand in a glass box in Manhattan (110M+ views) is the archetype. Put the "before state" somewhere people can watch it.

MoveThe anti-professional frame

On social, trying to look professional is the biggest mistake - breaking the corporate script is what travels.

see detail →

Perfect English, obvious advice and a curated perfect life are exactly what people scroll past. The six reliable veins: working less, standing up to toxicity, ordinary/imperfect wins, unplugging, casual over corporate (a real photo beat a studio headshot in the most-viral post ever), and money said out loud. Even celebration works better with a twist:

Cringe

"Thrilled to announce my promotion to Senior Manager!"

Works

"Just got promoted. First order of business: a week-long Netflix binge. Who's with me?"

SwipeDevices + generators

exaggerationwordplaydark (benign)ironyinside jokeself-deprecationparadoxdeadpandouble entendre

Stuck? Three generators: have an opinion (indifference is never funny - pick a side and commit), be a little annoyed (complaining about what everyone tolerates is the whole engine), and say it all first, edit later (the boss in the room is why teams never risk anything). Deadpan test: if you can deliver it completely straight and not wink, the reader catches it themselves - that's the payoff.

Not naturally funny? Borrow someone else's - the 6 Cs: Comedians & copywriters (steal structures, not jokes), Coworkers (the Slack-funny one - pull them into reviews), Community (crowdsource it - run a meme contest), Creators (deconstruct viral posts in your niche), Culture (translate a viral format into your audience's world).

04

Growth loops

Optimize for comments, then wire the output of one turn into the input of the next.

  • comments > shares
  • giveaway machine
  • praise-led
  • creator armies

The engines that compound because their output feeds their input. Where a stunt spikes and fades, a loop turns once and sets up the next turn.

The one law for social loops

Comments > shares. The feed rewards conversation, not distribution. Optimize every mechanic for comments; replies (each one a notification that pulls the commenter back) roughly double engagement on your own post.

LoopThe giveaway → pipeline machine

Make entering stupid-easy but flattering, and give away things people show off.

see detail →

Best comment mechanics: WRONG answers only (people fetch a funny line and paste it), tag-a-friend, you both win (a gift to give, not a bother), guessing games (zero risk of looking dumb), and the secret weapon - team challenges ("get 5 from your company to comment, all 5 win"), which forces people to share the post into their own work Slack. Prizes people show off (apparel with a joke, desk toys, experiences for couples) beat free trials or gift cards. Gamify the brand, not the product.

The loop

fun entry mechaniccommentsalgorithm reachnew followerswinnersleads (opt-in form)pipeline

↺ ship the prize with a handwritten note + "post a photo, tagged, get a $150 card" → winners post → new audience → back to the top

LoopPraise-led marketing

The cheapest way into someone else's audience isn't paying them - it's praising them.

see detail →

Build a genuine "Top [Role]s" platform with public criteria and a nomination box, research each winner hard, then reach out decisively: "We're writing an article about you and your role…" (not "considering"). The decisive frame makes them want to control the narrative, so they collaborate and then share it to their audience. Keep it honest and specific; celebrate smaller voices too (hungrier to share); aim at sharing-prone audiences (marketers, creators - not CFOs).

LoopCreator armies & community as distribution

  • Pay per view, not per follower. Open ambassador programs anyone can join - post about us, get paid per impression, no minimums - can pull eight-figure monthly impressions.
  • Cultivate future buyers. Student clubs and certifications train people to use your product before they're even hired, so they arrive on day one as users.
  • Scarcity as belonging. A hard-to-earn certification people wear on their profile turns users into public advocates.

Advanced: the cross-platform flywheel

Never mention "giveaway" on the social post itself. Put the contest in a newsletter/other channel that says "commenting on my post enters you." The post stays organic and credible, newsletter readers flood the comments, the algorithm boosts it, new people discover the newsletter and subscribe - then come back to comment. Self-feeding across two channels.

05

Product-led growth

Ship a playable link instead of a demo form - the product is the marketing.

  • playable link
  • delight
  • dogfood in public

The strongest distribution is a product people can touch without talking to you. When the product is hard to explain, the answer is almost always "show it, don't tell it."

The default

"Try it yourself" > "Book a demo." If people can play with your product in a browser, skip the demo form and ship the link. A playable AI demo hit a million users in a matter of days, mostly from people posting clips of it.

MoveShip a public, playable link on day one

Replace the press release with a URL.

see detail →

Let people generate the "aha" themselves - a face-swap in the browser, a live game, a one-of-one personalized demo for each journalist with their own face in it. Distribution takes care of itself when the product is the content.

MoveBuild delight where nobody expects it

Small, joyful, in-product moments that exist purely to be shared.

see detail →

A hidden easter egg, a celebration animation when a user completes a core action, random funny release notes people anticipate. These cost little and manufacture word of mouth from inside the product.

MoveDogfood in public

Using the product in public is the marketing.

see detail →

Hire someone (or assign the team) to use your own product publicly and post the output - a filmmaker who does nothing but make videos with your video model, a team that publishes the exact playbook and receipts from using your own ad product to cut cost-per-lead 10x.

Old-school PLG loops still work

The Dropbox "space race" mechanic - students nominate their university to win access, then spam classmates to vote - is evergreen. Any referral loop where a user's self-interest recruits the next user belongs in the toolkit.