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    business-planner

    by Roy Yuen

    Transform business ideas into rigorous, scenario-based execution plans with explicit assumptions and KPIs.

    Updated May 2026
    134 views
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    ⚡ Also available via Agensi MCP — your AI agent can load this skill on demand via MCP. Learn more →

    Included in download

    • Model best- and worst-case financial scenarios based on variable assumptions
    • Define measurable KPIs to track execution progress and strategic alignment
    • Ready for Claude Code
    • Includes example output and usage patterns
    • Instant install

    See it in action

    Assumptions: $50 CPA, 2% conv.
    Scenarios:
    - Best: $20k rev, 4.0 ROAS
    - Base: $12k rev, 2.4 ROAS
    - Worst: $4k rev, 0.8 ROAS
    KPIs: Lead volume (leading), CAC (lagging).
    Risk: High channel dependency.
    Next: Validate landing page conversion with $500 test spend.

    About This Skill

    Turning Business Ideas into Actionable Plans

    The Business Planner skill transforms vague commercial ideas into structured, data-driven execution plans. Most AI-generated business plans rely on generic strategy fluff; this skill forces a developer-like rigor onto business logic by treating assumptions as variables and outcomes as scenarios rather than certainties.

    What it does

    This skill guides you through a high-level planning and forecasting workflow. It systematically identifies known constraints, exposes hidden unknowns, and builds best/base/worst-case scenarios. Instead of a static document, it produces a dynamic framework for decision-making based on sensitivity drivers and KPIs.

    • Scenarios over Certainty: Automatically generates three-tier forecasts (Best/Base/Worst) to handle market uncertainty.
    • Assumption Management: Bridges the gap between "guesses" and "facts" by making every input explicit and verifiable.
    • KPI Frameworks: Defines both leading and lagging indicators to ensure plans are measurable from day one.
    • Risk Stress-Testing: Evaluates channel, pricing, execution, and operational risks to identify potential failure points before they happen.

    Why use this skill?

    Prompting an AI for a "business plan" usually results in a generic essay. This skill implements a rigorous sequence—from objective definition to sensitivity analysis—ensuring the output is a functional tool for decision-making. It includes decision thresholds and validation steps, telling you exactly what to test next to reduce project risk.

    Supported Workflows

    Ideal for launch planning, campaign sequencing, revenue/cost forecasting, and prioritizing business initiatives. It integrates seamlessly with technical documentation or enterprise-grade evidence framing to ensure your business logic matches your technical capabilities.

    Use Cases

    • Model best- and worst-case financial scenarios based on variable assumptions
    • Define measurable KPIs to track execution progress and strategic alignment
    • Convert high-level concepts into structured, multi-phase operational roadmaps
    • Stress-test business logic by identifying and validating critical assumptions

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