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    business growth architect

    1

    Diagnose business bottlenecks and design evidence-based growth strategies, experiments, and 90-day roadmaps.

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    business growth architect

    Example session with this skill installed

    My SaaS has 5% monthly churn and acquisition costs are rising. Run a BOTTLENECK diagnosis and give me 3 experiment designs to improve retention for our Pro plan ($99/mo).

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    • Compiled the business growth architect
    • Generated the UI component

    I have analyzed the retention data for your $99/mo Pro plan. The primary constraint appears to be a disconnect between initial discovery value and long-term utility, as evidenced by the 5% monthly churn rate coinciding with rising CAC.

    Growth Bottleneck Diagnosis: Pro Plan Retention

    MetricStatusClassification
    Monthly Churn5%OBSERVED
    ARPU$99OBSERVED
    LTV (Estimated)$1,980CALCULATED
    CAC TrendIncreasingOBSERVED
    Payback PeriodUnknownUNKNOWN

    Identified Constraint

    The high churn suggests a "leaky bucket" problem where acquisition spend is being neutralized by customer attrition. Based on the 5% rate, the average customer stays 20 months, but rising CAC likely compresses the margin significantly in the first 12 months.

    Experiment 1: High-Value Feature Onboarding

    Hypothesis: Users who adopt the 'Advanced Reporting' feature within the first 7 days have 30% higher 90-day retention.

    • Mechanism: Triggered in-app walkthrough and email sequence specifically for the Reporting module.
    • Primary Metric: Feature adoption rate (Reporting).

    Decision Rule: If adoption increases by >20% and 30-day churn for the cohort drops by >1%, proceed to full automation.

    Experiment 2: Quarterly Value Review

    • Hypothesis: Proactive outreach showing realized ROI will reduce "ghosting" churn.
    • Mechanism: Send an automated 'Quarterly Impact Report' via email 15 days before the month 4 renewal.
    • Primary Metric: Renewal rate of month 4+ cohorts.
    • Decision Rule: Compare vs. control group; if renewal rate delta is >5%, roll out to all Pro users.

    Experiment 3: Annual Migration Offer

    Hypothesis: Moving users to annual billing reduces churn by increasing commitment and reducing billing failures.

    • Mechanism: Offer 2 months free in exchange for switching to annual billing at the month 3 mark.
    • Primary Metric: Plan migration rate and LTV expansion.
    • Decision Rule: If net revenue retention (NRR) increases despite the discount, make the offer permanent.

    Next steps

    1. Provide the current payback period or CAC dollar amount to refine the LTV/CAC ratio.
    2. Select one experiment to instrument for a 30-day trial.
    3. Confirm if the 5% churn is concentrated in the first 90 days or spread across the lifecycle.

    business-growth-architect.tsx

    TSX · React component

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Identify the primary constraint stalling revenue growth in any business model.Design high-information experiments to validate acquisition and pricing.Build 7/30/90 day execution roadmaps rooted in unit economics.Calculate transparent funnel metrics and LTV/CAC ratios without fluff.

    About this skill

    Generic growth hacks fail because they ignore your specific business constraints. This skill identifies the actual bottlenecks limiting your revenue and builds evidence-based strategies to break through them. It moves away from gut-feel marketing toward a systematic architecture of experiments and roadmaps.

    What it does

    • Constraint Diagnosis identifies the specific stage in the customer journey—from discovery to referral—where growth is stalled.
    • Evidence Mapping categorizes information into observed facts, hypotheses, and unknowns to prevent decisions based on false assumptions.
    • Option Architecture designs multiple strategic paths with clear trade-offs, risks, and reversibility assessments.
    • Experiment Design creates high-information tests with defined primary metrics, guardrails, and decision rules for scaling.
    • Execution Roadmaps generates 7, 30, and 90-day plans that link specific actions to validated learning and success signals.

    How it works

    1. Intake the agent gathers context on your business model, unit economics, and current funnel performance.
    2. Diagnose it maps the journey to find the primary constraint using the BOTTLENECK or DIAGNOSE modes.
    3. Architect it generates prioritized growth levers and strategic options based on the identified bottleneck.
    4. Plan it delivers a structured experiment matrix or a full execution roadmap with explicit measurement protocols.

    Frameworks & tools

    This skill utilizes specialized logic for SaaS, D2C, B2B, and marketplaces. It uses Python scripts for transparent business math, funnel metric calculations, and experiment matrix formatting.

    Why this beats prompting it yourself

    Standard prompts often produce generic advice like "start a newsletter" or "run Facebook ads" without knowing your margins or CAC. This skill enforces strict integrity rules that prevent it from inventing data, ensuring every recommendation is rooted in your specific unit economics and observed evidence.

    Use cases

    • Diagnose why a SaaS product has high acquisition but failing retention rates.
    • Design an evidence-based pricing strategy for a new B2B service offering.
    • Create a 90-day execution roadmap for an ecommerce brand entering a new geography.
    • Red-team a scaling plan to identify hidden risks before committing significant capital.

    Known limitations

    Does not provide real-time market data or competitor benchmarks unless you provide them. Requires specific numeric inputs for accurate funnel and unit economic analysis.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

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