Business Planner

by Roy Yuen

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

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See it in action

You say

I want to launch a $5,000 ad campaign for my new SaaS. Can you model the potential outcomes and tell me what metrics I should track and what to do first?

Your agent does

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.

What you get

Model best- and worst-case financial scenarios based on variable assumptionsDefine measurable KPIs to track execution progress and strategic alignmentConvert high-level concepts into structured, multi-phase operational roadmapsStress-test business logic by identifying and validating critical assumptions

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.