intent-shaping

Transform vague user inputs into measurable business goals within project constraints.

1|Updated Mar 16, 2026
One-click install
npx skills add https://github.com/featbit/featbit-release-decision-agent --skill intent-shaping
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: intent-shaping
Source: https://github.com/featbit/featbit-release-decision-agent/tree/main/skills/intent-shaping
Command: npx skills add https://github.com/featbit/featbit-release-decision-agent --skill intent-shaping

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps users extract clear, measurable business outcomes from ambiguous or tactically driven statements, enabling precise goal setting and effective experimentation.

Core Features & Use Cases

  • Outcome Identification: Transforms vague user desires into specific, measurable goals.
  • Scope Validation: Checks whether the goal aligns with current cycle scope.
  • Context Loading: Loads current project state to inform goal refinement. For example, when a user says "We want more engagement," this Skill refines the goal into a specific metric increase, such as "daily active users on the Skills tab increase from 8% to 12%."

Quick Start

Ask the AI to help clarify a vague user request about improving user engagement or feature adoption.

Frequently Asked Questions about intent-shaping

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I clarify business goals from vague user requests?

To clarify business goals from vague user requests, transform solution-oriented inputs into specific, measurable objectives focused on user behavior or business metrics. This ensures goals target actual outcomes rather than mere feature delivery for effective release planning.

What is the best way to extract measurable outcomes from solution-oriented feature requests?

The best way to extract measurable outcomes from solution-oriented feature requests is to shift the focus from feature delivery to specific business metrics. Refine vague desires into quantifiable targets, such as increasing daily active users from 8% to 12%.

How do I refine user engagement targets into specific business metrics?

To refine user engagement targets into specific business metrics, analyze current project state data to establish a baseline. Transform broad statements like wanting more engagement into precise metric increases, ensuring alignment with current cycle scope and constraints.

How do I validate if a refined business goal aligns with my current project cycle?

To validate if a refined business goal aligns with your current project cycle, perform scope validation against active project constraints. This ensures the extracted measurable outcome fits within existing boundaries before committing to experiment design or release planning.

Why should business goals focus on user behavior instead of feature delivery?

Business goals should focus on user behavior instead of feature delivery because tracking actual user metrics provides measurable outcomes for effective experimentation. Feature delivery alone fails to validate if the solution actually drives the intended business value.