Playbook library
These are pattern libraries, not stories to copy blindly. Read them for the mechanism underneath the visible tactic.
AI software creation / vibe coding
Expert-Proven, Beginner-Owned
Open-source credibility into founder/community-led product launch.
Best forAI products that sound too magical to trust, products where expert proof can create beginner permission, products with visible outputs.
Copy this if… Your claim sounds too good to be true and experts could vouch for the mechanism.
Avoid this if… You cannot create expert proof, your product has no visible output, or your audience does not need belief before adoption.
AI coding agent / AI-native developer environment
Familiar Workflow, Expanding Autonomy
Workflow replacement through familiar-interface adoption.
Best forDevtools, productivity tools, workflow replacements, products that improve something users already do every day.
Copy this if… Your product improves a task people already perform every single day.
Avoid this if… You are asking users to adopt a brand-new behavior, learn a new workspace, and trust AI all at once.
AI answer engine / search and research
Inspectable Trust, Repeated Habit
Replace one search session at a time with a faster, source-backed answer habit.
Best forResearch, search, knowledge, AI trust products, products where citations or proof reduce risk.
Copy this if… Your users need to verify the output before they'll rely on it.
Avoid this if… Your product does not naturally create a repeated habit or cannot make trust inspectable.
GTM development environment / data enrichment and workflow orchestration
Operator Superpower, Community Proof
Power-user product adoption amplified by a practitioner community that teaches, proves, implements, and resells the product.
Best forComplex B2B tools, GTM products, workflow builders, power-user platforms.
Copy this if… Your product is powerful but hard to explain, and one skilled operator can make it look magical.
Avoid this if… Your product is too broad, your users cannot teach each other, or there is no ambitious operator identity to build around.
Browser-based software development and AI application creation
Zero-Setup Creation Loop
Remove the setup barrier to creation, then let runnable, shareable, and remixable projects bring the next builder into the product.
Best forCreation tools, devtools, AI app builders, products where setup friction kills adoption.
Copy this if… People get excited, start, and then quit before the first working result.
Avoid this if… Your product does not produce a shareable artifact or the activation moment cannot happen quickly.
Consumer learning
Free Habit, Cultural Flywheel
A genuinely useful free product converted aspiration into a tiny daily habit; retained learners then drove word of mouth.
Best forConsumer habit products, learning, wellness, self-improvement.
Copy this if… Your value only shows up after repeated use over weeks.
Avoid this if… The product does not create repeat behavior or if retention is weak.
Consumer nutrition and calorie tracking
Camera Utility, Creator Portfolio
Turn the product's instant camera-based result into creator-native short-form demonstrations, then convert high-intent traffic through onboarding and paywall experimentation.
Best forConsumer AI apps with instant visual demos, creator-led acquisition, fitness/health/lifestyle tools.
Copy this if… Your product's value is obvious within 5 seconds of watching it.
Avoid this if… The product does not demo visually in seconds or the creator channel would need to explain too much.
Consumer social planning and event invitations
Host-Seeded Invitation Loop
One motivated host creates an event, distributes a browser-accessible invitation to many guests, and exposes each guest to the product in a real social commitment.
Best forSocial products, event tools, collaboration tools, invitation loops.
Copy this if… One user naturally pulls many others into the product to get their own job done.
Avoid this if… The recipient gets no value before signing up or there is no natural sender-recipient loop.
Consumer surplus-food marketplace
Neighborhood Density, Surprise Urgency
Build dense neighborhood supply, standardize uncertain inventory into a low-effort offer, and combine strong consumer savings with a measurable food-waste mission.
Best forMarketplaces, local supply-demand products, products needing geographic density.
Copy this if… Your product is worthless to a user unless enough of the other side is nearby.
Avoid this if… You cannot create density in a narrow geography or if supply quality is too inconsistent to standardize.
Consumer fitness tracking and social network
Single-Player Proof, Social Motivation
Deliver meaningful single-player analysis to one obsessive niche, transform each activity into a social and competitive artifact, and let engagement drive word of mouth.
Best forFitness, quantified-self, identity networks, community products with offline behavior.
Copy this if… Your users already do something they're proud of, and nothing captures it well.
Avoid this if… The product has no single-player value or the community identity is too weak.