afrexai-growth-engineDesign, execute, and measure growth systems — from North Star definition through viral loops, experimentation, and scaling. Complete AARRR+ framework with te...
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clawdbot install 1kalin/afrexai-growth-engineGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
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https://afrexai-cto.github.io/context-packs/Audited Apr 18, 2026 · audit v1.0
Generated Mar 21, 2026
A B2B SaaS startup has validated product-market fit with early adopters and needs to scale user acquisition and activation. They can use the Growth Health Scorecard to assess readiness, select Weekly Active Teams as their North Star Metric, and run 3-5 experiments per week on activation and retention using the ICE framework to optimize onboarding flows.
An e-commerce business is experiencing high customer churn after the first purchase. They can apply the PMF Validation Gate to ensure product satisfaction, choose Weekly Repeat Purchases as their North Star Metric, and design A/B tests on email campaigns or loyalty programs using the Experiment Log Template to improve retention rates and increase lifetime value.
A social media app has moderate user engagement but struggles with virality and organic growth. They can use the Referral/Virality dimension from the Growth Health Scorecard, set Daily Active Users posting as their North Star Metric, and experiment with referral mechanics or content loops using the Channel Evaluation Matrix to test and scale viral channels effectively.
A two-sided marketplace has achieved product-market fit and needs to scale both supply and demand sides efficiently. They can leverage the North Star Metric framework to select Weekly Transactions, use the Experimentation Engine to run 5-10 channel and conversion experiments weekly, and apply the AARRR funnel playbooks to optimize acquisition and activation across diverse channels.
A fintech startup is launching a new investment platform and needs to build user trust while driving engagement. They can utilize the PMF gate to validate user satisfaction, choose Weekly $ Managed as their North Star Metric, and conduct experiments on onboarding processes or feature adoption using statistical rigor rules to ensure reliable results and guard against churn.
This model involves recurring revenue from software subscriptions, often with tiered pricing. Growth focuses on increasing Weekly Active Teams or similar engagement metrics, optimizing activation and retention through experiments, and scaling via channel diversification while maintaining low churn rates.
Revenue is generated from fees on transactions between buyers and sellers. Growth efforts target increasing Weekly Transactions by balancing supply and demand, using viral mechanics to drive network effects, and experimenting with pricing or incentive structures to boost activity and retention.
This model offers a free basic product to acquire users and monetizes through premium upgrades. Growth strategies include optimizing the funnel from free to paid users, running experiments on activation and referral loops, and using data infrastructure to track conversion metrics and personalize upsell opportunities.
💬 Integration Tip
Integrate this skill by first running the Growth Health Scorecard to assess current status, then define a North Star Metric aligned with business goals, and set up a weekly experiment cycle using the ICE framework to iteratively test and optimize growth drivers.
Scored Apr 19, 2026
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