The full index
Frameworks
Every named framework pulled from the show — searchable, filterable, and structured down to the steps, examples, and mistakes.
399 frameworks
Build Front Doors, Monetize on Side Doors
Acquire viral point solutions, then cross-activate users into existing products.
Double Down, Table Stakes, and Kill
Force competing priorities into invest, maintain, or stop decisions
Marketing Monopoly
Allocate channel investment by value, scalability, risk, and strategic role
80/20 Marketing Exploration Portfolio
Fund proven growth engines while reserving capacity to discover the next one
90-Day AEO Priority Test
Baseline AI visibility, observe customer signals, then decide whether to invest
Acquire Assets That Accelerate an Unfair Advantage
Feed acquired assets into a proven distribution engine to multiply their growth.
Acquire to Accelerate a Conviction-Led Future
Use acquisitions to compress the path to a clearly defined future capability.
AI by Outcome Equals Strategy
Express every AI initiative as one sentence connecting usage to an outcome
AI Customer-Value Two-by-Two
Prioritize AI where customers gain value and humans dislike the work
AI Marketing Leverage Rule
Use AI to scale execution while reserving judgment and curation for skilled marketers.
API-Parity Product Gate
Expose only experiences developers can reproduce with the available API
Backward Growth Model
Set a growth target, calculate its customer demands, then choose channels
Bet-the-Company Reversibility Matrix
Scale decision scrutiny by combining existential impact with reversibility.
Binary Eval Improvement Flywheel
Use independent pass-fail checks to make AI outputs improve themselves
Category Design
Create and own a new market category instead of competing to be better
Category-Winning Owned and Unowned Media Strategy
Use focused positioning and distributed media to become a top-three player.
Challenger Rule-Setting Strategy
Redefine the category's rules instead of competing on an incumbent's terms
Citation-to-Action Allocation Loop
Turn citation evidence into prioritized content investments and measured actions
Communities of Product, Practice, and Play
Classify a community by what members expect when they arrive
Content Production Growth Model
Work backward from revenue to the content inputs required for growth.
Content-Virality-Incentives Growth Model
Match the primary growth lever to the business model you operate.
Context-Loaded AI Thought Partner Loop
Load rich context, surface patterns, and interrogate one insight at a time.
Create Your Own Competitive Field
Change the rules instead of fighting an incumbent on theirs.
Creator Goal-to-Channel Fit
Choose creator platforms only after defining the business outcome
Culty Space Scorecard
Identify products that become part of members' routines, identities, and belonging.
Deadline Reality Check
Estimate delivery probability and expose the path to a credible deadline
Discovery-to-First-Principles CMO Cycle
Turn stakeholder evidence into truths, principles, and ruthlessly ordered action.
Distribution-versus-Perception Constraint Test
Diagnose whether reach or trust is the primary constraint on growth.
Diversify While Paid Works Rule
Build organic acquisition before paid economics force an emergency shift.
Double Down, Table Stakes, or Kill
Force clear priorities by assigning each option one level of commitment
External-Force Transformation Test
Pursue transformation only when environmental change can move behavior
Extra-Why Problem Distillation
Push past surface answers until the underlying problem is clear.
Five-Bucket Career Decision Scorecard
Rank five life and work priorities before accepting a career change
Five-Component Positioning Framework
Turn competitive differences into value that best-fit customers care about
Five-Part Deep Research Brief
Brief deep research with context, assignment, metrics, scope, and deliverable.
Friction-to-Brand-Equity Rule
Treat every added or removed customer hurdle as a brand-equity decision.
Growth Constraint Portfolio
Find the binding growth constraint, then choose iteration or one focused moonshot.
Know the Rules of the Game
Study the actual environment before choosing how to compete.
Learn While Growth Is Working
Decode current growth before momentum hides its causes and reaches a plateau
Lily-Pad Reverse Roadmapping
Work backward from a distant ambition and stage the audience journey
Market Positioning Map
Map owned claims, contested territory, white space, and market shifts.
Matters-Might-Probably Priority Filter
Classify initiatives by strategic importance and fund only what truly matters
Objective and Key Results Model
State a clear objective, then measure progress through explicit outcome shifts.
One-or-Two Channel Focus Rule
Master a small number of acquisition channels before expanding
Outcome-Based LLM Selection
Compare models on your task instead of automatically choosing the newest release
Outcome-First Workflow Engineering
Perfect one target output, then reverse-engineer the system that reproduces it.
Own the Digital Real Estate
Build owned media so platforms cannot control your audience relationship.
Oxygen-Food-Water Marketing Prioritization
Fund immediate survival first, then demand creation and durable customer habits.
Perception-or-Distribution Constraint Test
Diagnose whether belief or access limits growth, then focus on that constraint.
Persona Focus Waterfall
Narrow product focus in layers without alienating adjacent users.
Polarized Thinking
Expose differentiation by testing the opposite of accepted market assumptions
Power-Compliance-Practicality Scorecard
Choose an image AI by weighting capability, compliance, and workflow fit.
Precision-versus-Scale AI Image Rule
Choose AI for abundant near-right variants, not one exact final image.
Product-or-Distribution Constraint Test
Diagnose the startup's binding constraint before prescribing marketing
Search Total Addressable Market Scorecard
Forecast search-driven customers before committing to an organic channel.
Security-First Agent Deployment Rule
Keep early autonomous agents off primary machines and use isolated hosting.
Stacking the Bricks
Concentrate every launch function into one coordinated release moment
Stage-Matched Startup Marketing Roadmap
Change marketing priorities as the startup advances from seed to pre-IPO
Start Small, Start Fast
Win within 24 hours, then expand the automation iteratively
Strategy Through Explicit Exclusion
Create focus by specifying what the team will not fund or pursue.
Ten-Year Vision, Three-Year Commitment
Use a long horizon to choose a focused three-year strategy, then reassess.
The Art-to-Science Growth Maturity Model
Shift from direct intuition to data as users, complexity, and scale increase
The Community Reality Test
Verify member-to-member value before calling an audience a community
The Dip-or-Dead-End Decision
Persist through temporary difficulty but quit paths that cannot reach the goal.
The Early Simplicity Rebrand Test
Rebrand only when low equity and radical simplification make the change worthwhile.
The Three Community Roles Model
Choose whether community is the product, drives it, or amplifies go-to-market
Three Advertising Buckets
Fund direct return, incremental demand, and broad awareness in sequence.
Three Eras of Career Development
Match each career move to the payoff your current era demands.
Three-Lever Growth System
Grow by acquiring more, retaining longer, or monetizing better
Three-Shift Search Transformation Model
Assess search disruption across input, interface, and user role
Transformational-Lever Prioritization
Reverse-engineer growth and focus on the lever with plausible 10x impact.
Trend Bet Validation Stack
Validate a trend bet through hypothesis, aligned capital, expertise, and learning.
Two-by-Two Construction Method
Reduce a complex problem to two decisive variables and four strategic choices.
Unfair Advantage Audit
Find freedoms incumbents lack, then build the strategy around them
Utility-Before-Incentive Test
Require standalone value before adding tokens, discounts, or cash rewards
Vision, Positioning, Messaging
Move from a founder's point of view to a market position and resonant messages.
Adversarial AI Reasoning Checklist
Stress-test an argument by making AI strengthen and attack it.
Agent-or-App Complexity Threshold
Use agents for narrow processes and apps for complex, data-rich systems.
AI Build-Buy-Local Decision Framework
Choose SaaS, custom APIs, or local models from evidence and constraints
AI Content Cannibalization Risk Buckets
Sort content by replacement risk before deciding where to invest
AI Conversion-to-Distribution Reinvestment Rule
Harvest AI conversion gains while funding the distribution moat
AI Personal Board of Directors
Build a researched panel of AI personas to examine any hard problem
AI Use-Case Prioritization 2x2
Rank AI ideas by customer impact and team-wide productivity potential
AI Use-Case Prioritization Two-by-Two
Rank AI ideas by market impact and internal breadth before assigning resources
AI-versus-Human Task Allocation
Assign each task by comparing AI quality, human quality, and economics.
Blue Ocean Content Positioning
Own a distinctive content angle that gives viewers a reason to choose you
Business-Size Video Production Rule
Match AI video operations to company size, quality needs, and editing capacity
Closed-Won ICP Refinement Loop
Derive and repeatedly refine an ideal customer profile from successful deals.
Code-Powered Experience Opportunity Scorecard
Rank interactive marketing ideas by value, reach, feasibility, and confidence
Community-Based Product Modes
Choose whether community is the product or strengthens the product.
Constraint-First Growth Diagnosis
Identify the binding growth constraint before choosing tactics
Create Demand vs. Capture Demand
Allocate marketing around whether buyers need awareness or a path to purchase
Creator Partnership Design Matrix
Structure creator deals around duration, control, freedom, and incentives
Creator Promotion Guardrails
Allocate scarce promotion using eligibility, supply, customer, and brand filters.
Customer-Benefit Distribution Flywheel
Aggregate customer perks into an audience that sends demand back to participants.
Customer Experience Blueprint
Map every touchpoint, expose friction, and systematically redesign the journey
Data Is the Currency Model
Trace AI product quality back to the scale and suitability of its data.
Developer-First Platform Launch
Earn ecosystem trust by making builders part of the core launch
Distinctive Stand Test
Make a brand specific enough to attract some people and repel others
Distribution-Baked Product Expansion
Design every new product line to create its own repeatable distribution
Distribution-First Product Selection
Choose a distribution mechanism first, then build a product that fits it.
Distribution Is Undefeated
Win AI markets by owning the device, context, and route to users.
Diversified Marketing Engine
Stack multiple growth engines so no single channel determines your trajectory.
Embedded-or-Vertical AI Distribution Rule
Embed broad AI into existing habits; make focused AI a destination.
Exact-or-Close Answer Rule
Match deterministic systems or AI to the precision the decision requires
Expert in the Pain
Master the customer's pain before scaling a solution
First-Principles Go-to-Market Cascade
Choose a principle first, then cascade positioning, belief, and growth decisions.
Go-to-Community Value-Creation Model
Create member value first, then connect it to company value
Grow or Slow Channel Review
Classify channels by trajectory, then adapt investment to the underlying cause
Hidden Churn Reason Recovery
Infer missing churn causes from customer interactions and turn them into fixes
Human-Governed Agentic Analytics Workflow
Direct AI analysis with secure data, clear questions, and human validation
Human-Strength AI Allocation
Assign AI the friction while humans retain insight, positioning, and judgment.
Magic Wand Barometer
Test whether perfect execution would create a material result
Magic-Wand Worth-It Test
Reject work that would remain low-impact even if executed perfectly.
Market-Channel Fit Scaling Gate
Prove a repeatable acquisition mechanism before scaling its resources.
Model Council Decision Review
Compare multiple models against first-party data before making a decision
Net Promoter Feedback Loop
Measure advocacy, diagnose the reasons, and remove one complaint cycle at a time
Niche-First Expansion
Win a narrow audience before expanding into broader markets.
One Nailed Workflow Expansion
Master one workflow, then expand the agent into adjacent responsibilities
One-Page How-to-Win Strategy
Replace activity inventories with a focused theory of how marketing wins
Opponent Perception Inversion
Turn the weakness competitors expect into a deliberate source of advantage.
Outcome-First Request Reframing
Replace isolated content requests with measurable business outcomes
Pain-First AI Use Case Selection
Target painful, frequent manual work before building AI tools
Problem Before Solution
Crystallize the customer problem before choosing tactics or building solutions.
Product Marketing Differentiation Chain
Connect a distinct point of view to product benefits and customer problems
Qualified Audience Economics
Value an audience by buyer quality and unit economics instead of follower count.
Story-to-Product Lead-Time Rule
Let the future-facing story lead the product by a credible interval
Strategy-Led Team Design
Reshape your marketing organization around the strategy it must execute.
Strategy-Systems-Process Sequence
Set the strategy first, align systems second, and design execution last.
Swinging the Pendulum
Alternate between opposing extremes to create focused progress without compromise.
Target-Market Aperture Expansion
Redefine who can become a customer before competing harder for existing buyers.
The Changed-Conditions Retry Rule
Retry a failed tactic when talent, technology, or audience behavior changes.
The Marketing Risk Portfolio
Protect dependable growth while funding a bounded set of asymmetric bets.
The Seven First Principles of Marketing
Use seven decision rules to make marketing valuable, relevant, and distinctive.
The Three-Part Product-Led Growth Engine
Acquire, activate, and convert customers through the product itself
The Three Ps of AI Success
Pair prudent action, future awareness, and personality to win with AI.
Three-Bucket Growth Budget Model
Balance direct growth, audience share, and category education.
Three-Component Product-Led Growth Strategy
Turn product usage into revenue through access, activation, and self-service selling.
Three-Dimension Virtual Collaborator Model
Evaluate AI through understanding, communication, and capability
Three-Priority Marketing Planning Stack
Turn customer problems into three priorities, owned plans, and measurable OKRs.
Token Transferability Test
Make tokens transferable only when the underlying right should be transferable
Tough-Love AI Red Team
Stress-test a strategic brief before committing resources
Two Engines of Nonlinear Growth
Scale through community output or product-driven sharing instead of headcount
Use-Case-First AI Model Evaluation
Test each AI model on the work you actually need it to perform.
User Experience–Decentralization Adoption Matrix
Judge mass adoption by user experience before ideological decentralization
Voice Tool Selection Matrix
Choose dictation, recording, or note-taking by speaker count, timing, and output.
Wave to Surf Opportunity Test
Choose markets where macro momentum amplifies competent execution.
Who You Serve, Where You Win
Choose one priority customer and organize differentiation around serving them best.
Acquire-versus-Monetize AI Decision Rule
Prioritize AI where existing demand signals make outcomes more reliable.
Act-Based Business Growth
Build each growth stage around a few durable strategic catalysts.
AI Adoption Operating Cadence
Turn AI uncertainty into a governed pipeline of experiments, learning, and investment.
AI Chat Outcome Scorecard
Judge automation by experience, conversion, and economic value together
AI Task Disruption Matrix
Rank tasks by definition, documentation, complexity, and available examples.
AI Transformation Audit-to-Roadmap
Map workflows, rank AI opportunities, and convert savings into an implementation case
Back-to-Front AI Adoption
Apply AI to existing customers before expanding into acquisition.
Building-Mode and Operating-Mode Channel Portfolio
Balance predictable channels with emerging channels that can create outsized returns
Build Into the Channel
Embed sharing and identity into the product to earn native distribution
Category-Creation Narrative
Name a real market transformation and teach customers to see the world through it.
Category Strategy Decision Tree
Diagnose constraints, category choice, and transformation before messaging
ChatGPT App Opportunity Filter
Score app ideas by intent, native gaps, visual value, and platform fit.
Community Applicability Fit
Match community strategy to product type, network structure, and company stage
Competitor Launch Response Agent
Detect competitor launches and convert them into prioritized response actions.
Consumer-Trend Channel Arbitrage
Enter rising consumer behaviors early and use their underpriced channels to scale.
Context-Aware Intent Orchestration
Infer user intent, then route each request to the right specialist or experience
Context-First Marketing Automation System
Encode your marketing intelligence before automating repeatable work
Core Before More
Make the core product excellent and defensible before expanding
Creator Portfolio Bets
Build durable creator relationships with asymmetric long-term upside
Criteria-First Buying Agent
Build a personalized market comparison around the buyer's own criteria.
Customer Acquisition Pressure Audit
Diagnose the three structural forces making acquisition harder.
Differentiated Positioning Gap Analysis
Find valuable buyer needs that competitors leave unclaimed
Distribution Bet Matrix
Rank growth bets by potential upside and time to realized value.
Distribution-or-Perception Constraint Test
Hire against the growth constraint that matters most now
Downturn Adaptation Loop
Face changed conditions, reprioritize quickly, and extend your runway.
Emerging-Keyword Beachhead Strategy
Claim overlooked queries and communities before established competitors arrive
Entrenchment-versus-Intent Targeting Rule
Prioritize motivated newcomers when converting entrenched incumbents costs more.
Fire and Ice Technology Scorecard
Classify emerging technologies by durable utility and present readiness
First-Principles Strategy Cascade
Turn company goals and unique advantages into a focused execution plan
Five-Bucket Career Decision Scorecard
Rank five life priorities before accepting a career trade-off
Five-Year Brand Reset
Reset costs, horizons, content, and measurement around durable brand growth.
Foundation-and-Innovation Marketing Portfolio
Protect proven revenue channels while testing AI and fragmented search.
Goal-Aligned Omnichannel Marketing
Make channels share learnings and work toward one measurable business goal
Hidden ROI Investment Test
Evaluate strategic initiatives with measurable returns and evidence-backed halo effects.
Human Depth, AI Scale Task Filter
Assign deep craft to humans and high-volume synthesis to AI
Impossible-to-Hard Moat Filter
Target valuable problems AI has moved from impossible to merely difficult.
Impossible-to-Really-Hard AI Opportunity Filter
Prioritize newly feasible problems where AI can create disproportionate leverage
Known-Strategy AI-ification Rule
Apply AI to a proven strategy before betting on an untested one
Marketing Channel Power Rankings
Rank channels by current impact, upside, and fit before allocating resources
Mission-Over-Algorithm Decision Rule
Use reach tactics only when they preserve the brand you want to build
Model Diversification Architecture
Build AI products that can switch models without disrupting the business
Monthly Skill Improvement Loop
Use content performance to update the AI skills that produced it
Nine Principles for AI-First Marketing
Refound marketing around outcomes, learning speed, customer value, and bold action.
Offense-Defense Portfolio
Protect essential operations while placing selective bets competitors avoid.
Outcome-and-Impact Goal Test
Reject activity statements unless they define completion, change, and success.
Outcome Maxing Operating Model
Tie AI usage to strict business outcomes instead of activity metrics
Principled Constraint Decision Model
Make hard executive decisions by anchoring choices to goals and constraints.
Retention-First Growth Test
Test retention before scaling acquisition
Scarcity–Utility Balance
Match an ownership asset’s supply to its genuine usefulness and meaning.
Signal-Led International Expansion
Localize go-to-market assets first, then follow activation and upgrade signals
Singular-Leader Risk Test
Increase scrutiny when trust depends on one charismatic individual.
Solve Scarcity Before Efficiency
Prioritize awareness over perception and acquisition over conversion.
Stage-Adaptive Portfolio of Bets
Concentrate scarce resources early and diversify only when growth becomes stable.
Stage-Based Search Investment Ladder
Scale search investment as company authority and resources mature
Stage-Based Upside-Risk Rule
Shift leadership from maximizing upside toward managing risk as scale grows
Strategic Capability Weighting
Choose what must excel next, then concentrate resources behind that capability.
Strategic Doer
Combine strategic judgment with hands-on execution at every level of the work.
Tangential Product Audience Map
Find overlapping customer ecosystems and co-market through them.
Task-Level AI Disruption Audit
Find manual knowledge-work tasks and automate them before competitors do.
The IP Openness–Monetization Bet
Choose deliberately between controlling IP revenue and maximizing its spread
The Year of the Grind
Improve proven demand channels and shorten the payoff horizon of new bets
Three-Part Cultural Brand Practice
Define your stand, embed customer voice, and track the zeitgeist
Two-Year Career Mission
Commit to one meaningful mission for two years and go all in
Unfair-Advantage Marketing Allocation
Concentrate resources where the team can execute closest to world class
Verticalize the Commodity
Win a broad commodity market by building for one sharply defined identity.
Web2-to-Web3 Startup Order of Operations
Build community before product when shared participation creates the product’s value.
Website-Based Competitive Matrix
Turn competitor websites into a structured gap analysis
What We Are and What Customers Want 2×2
Focus strategy by mapping core identity against present and future demand.
Adjacent Brand Equity Pooling
Combine aligned brands to create more cultural impact than any could create alone.
Automation Quality Boundary
Automate structured AI strengths while keeping humans inside fragile creative work.
Buyer-Week Media Map
Map recurring content across the buyer’s week to compound brand touches
Citation Influence Allocation
Invest where cited channels actually shape answer-engine recommendations
Commoditized-Tactic Value Shift
When AI cheapens a tactic, move differentiation to scarcer assets.
Content ICP Confidence Ladder
Scale external validation to the strength of your internal audience evidence
Context-and-Intent AI Activation Loop
Use timely context to infer intent and recommend a useful first action
Contextualized Growth Intelligence Loop
Combine internal patterns with external signals to explain growth differences
Contextualize, Focus, and Iterate
Turn curated source material into a tailored strategy through rapid AI iteration.
Controlled-Uncertainty Marketing Portfolio
Reserve 10–20% of resources for differentiated, uncertain bets.
Daily Authentic Users Filter
Separate genuine human adoption from automated activity before judging traction.
Feedback-Obsessed Early Warning System
Use direct feedback to improve faster and detect changing conditions early.
First-, Second-, and Third-Order Effects
Trace consequences beyond an announcement's immediate impact before acting.
Framework-to-Business Application Workflow
Turn an abstract business framework into a practical decision map
Goal-to-Channel Growth Math
Work backward from a growth goal to the plays and conversions required
Growth-Mode Efficiency Pivot
Diagnose your growth history and choose systems or disciplined focus over hiring
Identity-to-Utility NFT Fit
Match NFT mechanics to who you are and the value your audience seeks
Inside-Out / Outside-In AI Portfolio
Balance internal efficiency with AI that transforms customer value
Leak Authenticity Triangulation
Verify extraordinary leaks through technical, documentary, and independent checks.
Margin-Maximizing Vertical Integration
Own the critical customer journey to retain margin, control, and audience access.
Marketplace Differentiation Through Layered Supply Value
Win marketplace demand by making scarce suppliers better and more visible
Mary-MOFU-Monetization
Align target market, sticky product value, and expansion pricing.
Method Over Niche
Build audience loyalty around how you think rather than one permanent topic.
Monk-versus-Costco AI Resilience Test
Choose bespoke value over commodity output that automation can reproduce.
Moonshot Trade-Off Test
Classify moonshots by consequential risk and upside, not by workload alone.
Need Over New
Choose durable demand, then modernize the experience around it.
New-Platform First-Mover Rule
Move early when platforms visibly boost a strategically aligned feature
One-Sentence Show Promise
Use one precise sentence to align every episode with the show's promise.
Opportunity-Cost Risk Reframe
Compare the full downside of staying with the full downside of changing direction.
Plug-and-Play AI Model Diversification
Design AI products to switch models before provider disruption forces a rewrite.
Positioning-versus-Product Diagnostic
Use AI recommendation language to distinguish perception gaps from product gaps
Preserve, Improve, Then Expand the Engine
Strengthen what already works before importing new marketing plays
Problem-Signal Persona Discovery
Find the people who already articulate the problem, then test who understands your solution.
Product-Proximity Human-in-the-Loop Rule
Increase human creative control as content moves farther from the product.
Profit-Led Enterprise AI Adoption
Find a profitable use case first, then organize adoption around proven value.
Prospect-Market-Fit Gate
Use limited real-world interaction to decide whether an MVP deserves deeper investment.
PR Strategic-Fit Scorecard
Invest in PR when third-party credibility unlocks a specific strategic goal
Science and Storytelling Intersection
Combine analytical rigor with emotional meaning to produce sustainable growth.
Search Disruption Response Plan
Protect current search returns while building demand beyond search and paid ads
Signal-Based Investment Triage
Invest, improve, or stop work according to the strength of its signal
Stacked Acquisition Portfolio
Replace reliance on one dominant channel with multiple complementary growth mechanisms.
Survey-to-Visual Research Report
Transform survey responses into a layered visual research report
The 5% Web3 Utility Filter
Separate durable utility from the 95% of experiments likely to disappear
The Commoditization-to-Risk Decision Rule
Increase experimentation as proven marketing strategies lose differentiation
Three-Bucket AI Search Model
Classify each AI search surface before choosing an optimization strategy
Upstream Foothold Strategy
Own the step customers take before they need your core product.
Access Over Title
Choose roles that put you near great leaders and consequential decisions
AI-Era Differentiation Stack
Pair AI-enabled execution with distribution, brand, and irreducibly human perspective.
AI-Led Growth
Use persistent AI capacity to turn linear go-to-market growth exponential
Artifact-to-Tactic Context Fit Rule
Match the evidence you provide to the marketing tactic you want graded
Build-Then-Optimize Staffing Model
Use generalists to build foundations and specialists to optimize them.
Content-First Localization Engine
Validate global demand, preserve quality, and scale content across languages.
Context-Rich KPI Decision Report
Turn raw business metrics into a prioritized plan with actions, owners, and KPIs
Contrarian Strategy Test
Build advantage around an important belief the market has not accepted.
Core-USP Alignment
Align product, promotion, and business choices around one decisive advantage
Dip-Test-and-Double-Down Channel Rule
Run lightweight channel tests, then concentrate resources on the one or two winners.
Distribution Upside Filter
Choose opportunities with a built-in path to audience growth.
Forecast-to-Saturation Trigger
Forecast channel growth far enough ahead to start new distribution before saturation.
Four Moats for AI-Era Software
Score durable advantage across brand, speed, distribution, and proprietary data.
Growth Investment Portfolio Matrix
Balance growth bets by time to return and strategic durability
Iterative Reasoning Stack-Rank
Force successive reasoning passes to improve and prioritize an AI answer
Keyword Congruency Model
Align profile, posts, and behavior so LinkedIn recognizes your areas of expertise
Multiple-Solution Decision Method
Generate several viable paths, test them cheaply, and select for context.
One Irrational Bet Portfolio
Pair one differentiated long-term wager with excellent rational execution
Prophets Make Profits
Learn and recognize patterns slightly ahead of others to capture early advantage.
Switching-Cost Wedge Assessment
Build an initial advantage, then make its accumulated value hard to replace.
The 76/24 Category Value Rule
Choose category creation over competing for the value left behind
The Great Marketing Unbundling Model
Spot channel disruption early and diversify before incumbents lose efficiency
Three-Bucket AI Task Triage
Match each task to automation, acceptable drafting, or human-led excellence
Three-Stage AI Marketing Maturity Model
Advance from generic generation to artifact grounding to persona grounding
Adoption-Before-Regulation Pattern
Analyze how rapid adoption can create resistance to restrictive regulation.
Agent Replacement Ladder
Map how agents progressively replace discovery, research, usage, and execution
AI Business Defensibility Audit
Audit your data, distribution, community, and speed before AI erodes your edge.
AI Community Defensibility Test
Separate replaceable Q&A marketplaces from communities built on belonging
AI Search Investment Decision Rule
Choose an AI-first or transition strategy based on existing organic traffic
AI Winners and Losers Scorecard
Combine existing authority with early AI adoption to compound your market lead.
Career Door Decision Filter
Sequence career moves by identifying which doors cannot be reopened
Certification Marketplace Moat
Turn education, credentials, and jobs into a reinforcing product network.
Community Cap-Table Test
Select early token holders for alignment before maximizing sales
Company Context Dossier
Consolidate company knowledge into one reasoning-ready source of truth
Competition-Deviation CAC Rule
Lower acquisition costs by choosing channels and tactics competitors overlook.
Contrarian Career Niche Selection
Own a narrow, important capability before the wider market recognizes its value.
Core Use-Case Agent Evaluation
Test AI agents on real work before trusting launch claims
Creative Tool Fit Decision Rule
Choose AI or manual design by modality, skill, and expected revision cost
Customer Immediacy Ranking
Lead go-to-market with the path that gives customers value fastest
Customer Utility Test
Prioritize problem resolution and ease of use over ideological product narratives.
Efficient Marketplace Design Test
Unlock transactions by fixing discovery, trust, pricing, and incentives
Four Jobs of a B2B Website
Balance acquisition, brand, support, and recruitment on one core website
Keep the Competitive Door Shut
Protect differentiation before operational failures invite a fast-copying rival
Lens Stacking
Assess one decision through multiple mental models to remove blind spots.
Leverage Accrual Audit
Reassess where advantage moves as technical capabilities commoditize.
Lightweight-or-Production Build Boundary
Match build scope to the marketer's technical support and risk tolerance
Macro-Trend Role Forecasting
Predict emerging careers by decomposing large trends into needed capabilities
Market-Access Friction Audit
Diagnose rising acquisition costs before optimizing ads and conversion.
Marketing R&D Model
Invest in experiments that turn AI learning into proprietary marketing capability.
Metric-First Channel Allocation
Choose online or offline tactics by their effect on the priority metric
Monetize-or-Expand Growth Model
Choose whether to deepen revenue per user or expand the user base
Multi-Lens AI Thought Partner
Challenge an idea through named thinking methods and adversarial review.
One-to-Many Talent Stack
Shift repeatable customer interactions from human handoffs to scalable systems
Outcome-First AI Marketing Prioritizer
Rank marketing work by its contribution to one measurable business outcome
Owned Virtual Brand Representative
Create one proprietary virtual person and deploy it consistently across channels
Persona-Plus-Milestone Community Positioning
Unite a specific group around a concrete outcome they want to achieve
Product Complexity Allocation Rule
Shift investment toward product marketing as products become harder to understand
Recession Customer-Investment Pricing
Shift pricing risk from customers to the business during economic downturns.
Red-to-Blue AI Opportunity Gap
Prioritize AI investments by comparing possible automation with actual deployment.
Step-Function Experiment Prioritization
Favor experiments with transformational upside over marginal optimization
Test-Before-Invest Channel Rule
Validate a channel cheaply before committing people and budget
The Actionability Gate
Test every analysis for recommendations that trigger concrete action
The AI Marketing Skills Portfolio
Shift investment from channel execution to domain mastery and AI operations
The Four Moats of AI-Era Differentiation
Build lasting advantage through brand, learning, distribution, and proprietary data.
The Zero Human-Cost Thought Experiment
Redesign customer workflows as AI drives task costs toward zero
Three-Risk AI Assessment
Assess power, regulation, and workforce reskilling before adopting AI
Topics-to-Transactions Marketing Shift
Replace informational traffic dependence with high-intent growth loops
Trajectory and Second-Order Implications Lens
Judge an early product by its direction and downstream consequences
Trend-Adjusted Marketing Power Rankings
Rank marketing strategies against current economic, channel, and buyer trends.
Vertical AI Moat Stack
Defend vertical AI with distribution, proprietary data, focus, and switching costs.
Dual-Audience AI Experience Design
Win adoption by creating value for buyers first and sellers second
Emerging Platform Readiness Scan
Study early behavior before committing marketing resources to an emerging platform.
Generated-Data Grounding Check
Challenge generated dashboards with current facts before trusting their data
Living Strategy Loop
Continuously revise strategy as execution produces new information.
Moloch Incentive Trap
Spot incentives that force everyone to adopt behavior that leaves everyone worse off
Personal Career Outcome Positioning Rule
Position B2B value around the buyer's personal career outcome
Podcast Video Investment Ladder
Choose a video-production tier by balancing added effort against expected impact.
Product Marketing Four-Question Check
Validate audience, positioning, pricing, and packaging before scaling
Recommendation-Led Podcast Editorial Design
Choose guests and segments that strengthen algorithmic recommendation paths
Rolling Growth Forecast Loop
Model the path to growth, test its assumptions, and update it as evidence changes.
Search Intent Channel Map
Size transactional and informational demand before funding search.
Story–Importance Gap Test
Separate a memorable product story from the product’s actual importance.
Three-Front AI Data Audit
Audit data ownership, public exposure, and regulatory risk before AI reshapes your market.
Undigitized-Sector Opportunity Matrix
Target high-revenue sectors with obsolete software and weak competitive outreach
Usage-and-Fit Engine Prioritization Rule
Focus optimization on engines with material usage or exceptional audience fit
Admired-Brand Pillar Reverse Engineering
Turn admired brands' AI-visible strengths into priorities for your own brand
AI Feature Retention Loop
Embed recurring AI utility to strengthen an existing product habit.
Category Creation as Marketing IP
Define a new market category and lead the language competitors adopt
Channel Saturation Accelerant Model
Expect efficient channels to decay as marketing accelerates competition within them.
Current AI Video Readiness Rule
Use AI video when savings justify hands-on prompting and editing; wait for one-shot ads.
Digital Real Estate Insurance
Secure emerging digital identities before adoption raises their cost
Distribution and Proprietary Data Moat
Evaluate AI products by who they can reach and what unique data they can use.
Four-Care Career Fit Checklist
Evaluate a role by the company, offering, people, and work you will live with.
Marketing-Leverage Market Selection
Apply exceptional marketing to markets with strong margins and room to grow.
Unvalidated Tactic Due-Diligence Rule
Limit investment in promising tactics until evidence validates the underlying theory
Aggregation Theory Lens
Separate an aggregator’s business model from the technology it delivers
Awareness-First Platform Monetization
Maximize native reach, then capture economic value through adjacent channels
Build-Create-Influence Creator Map
Classify creators by the value-producing role they perform
Career Impact and Compounding Rule
Stay while impact and accumulated knowledge continue to compound
Cutting-Edge Technology Scouting
Continuously test emerging tools before the market catches up
Freemium Upmarket Flywheel
Monetize upmarket, then use free access to defend the lower market.
Full-Stack Capability Ownership Rule
Own strategic infrastructure when dependency limits become existential
Interactive Avatar Data Flywheel
Answer customer questions while converting conversations into CRM intelligence
Internet Money Original-Sin Diagnostic
Trace platform failures to payment rails, ownership, and behavioral incentives
Market Reset Allocation
Reprice channels after a downturn and lean into newly efficient growth bets.
Milestone-Triggered Adaptation
Prepare for platform shifts, then act as soon as uncertainty becomes actionable
Open-Jobs Strategy Signal
Infer an organization's strategy by analyzing the roles it is hiring.
Optimize-or-Originate Creative Portfolio
Separate scalable improvement from rare timeline-changing originality
Platform-versus-Point-Solution AI Test
Judge AI products by workflow breadth, retention power, distribution, and defensibility.
Standalone Strategy Test
Separate independent growth engines from tools that merely improve other strategies
Transformation Objective Routing
Choose the adoption outcome first, then route workflow evidence toward it.
AI-Ready Customer Journey
Redesign customer touchpoints to capture evidence AI can reuse
Competitive Stack Reverse Engineering
Map a competitor's technology and connect it to the strategy it enables
Data-Acquisition Tool Loop
Build useful free tools that collect unique data and improve the core product.
Incumbent AI Feature Absorption
Watch frontier experiments, prototype leanly, then embed proven ideas in core products.
Many Small Models Strategy
Match specialized AI models to individual use cases instead of forcing one model
Media Differentiation Gradient
Increase media investment as your underlying product becomes easier to commoditize.
Personal-to-Company Brain Ladder
Scale shared intelligence from individual work to team and company leverage.
Pre-Compression AI Media Flagging
Inspect uploads before compression, then label detected AI media for users.
Risk-Upside Stack Ranking
Prioritize riskier strategies when their defensible upside justifies the bet
Status Quo Anomaly Test
Compare unconventional behavior with base rates before calling it visionary.
Supply-Demand Opportunity Test
Enter markets where urgent buyer demand exceeds capable supplier capacity
Targeted Content Multiplication Rule
Increase content volume only when each asset serves a narrower audience
The Product-Channel Fit Test
Choose distribution channels that naturally showcase the product's value
The Speed-Depth Model Test
Choose an AI model by balancing response speed against required depth.
Edge Positioning Rule
Avoid the undifferentiated middle by mastering an emerging edge or a core craft.
Multiplayer Value Adoption Flywheel
Make connected people benefit so adoption becomes socially acceptable
The Future-Proof Marketing Function Scorecard
Prioritize five functions that preserve differentiation in an AI-heavy market
AI Skill Priority Ladder for Marketers
Sequence AI learning by immediate usability, leverage, and professional fit.
Deep Research Tool Selection Scorecard
Choose a research tool by matching its strengths to the task
Existing-Asset AI Accelerant
Use proprietary data, products, and distribution to make AI more valuable.
Generalist-to-Specialist Model Routing
Route each AI task to the smallest model suited to its domain
Outside-In Market Capture
Win the market edges first, then converge on the underserved middle.
Single-Purpose Social Presence
Choose one platform role and become remarkable at it
The 10x Trust Threshold
Earn AI autonomy by proving disproportionate value within bounded tasks.
Values-Aligned Opportunity Filter
Move quickly on audience demand only when the opportunity fits your values
North Star Input Tree
Connect team inputs to one company-level measure of customer value