Skills Product & Business Ambiguity Resolver Skill

Ambiguity Resolver Skill

v20260618
ambiguity-resolver
This skill transforms vague, unclear, or half-formed business opportunities and brief descriptions into highly structured, actionable problem statements. It guides the user through a three-stage process: reframing the core questions, rigorously defining in-scope and out-of-scope boundaries, and designing a minimum viable research plan. It ensures that ambiguous inputs are converted into clear, executable steps, allowing the user to respond with confidence rather than asking for more clarification meetings.
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Overview

Ambiguity Resolver Skill

Turn vague briefs and half-formed opportunities into structured, actionable problem statements — so you can reply with clarity instead of asking for three more meetings.

Required Inputs

Ask the user for these if not provided:

  • The vague brief or opportunity description (even a single sentence is enough)
  • Who asked for this (stakeholder context shapes the framing)
  • Known constraints (timeline, budget, team size — if any are known)

Three-Stage Process

Stage 1: Reframe

  • Restate the vague input as 3-5 explicit questions that need answering
  • Identify the unstated assumptions hidden in the brief
  • Surface the real decision this feeds into (what will someone do differently once this is resolved?)

Stage 2: Scope

  • Define what is explicitly IN scope
  • Define what is explicitly OUT of scope (equally important)
  • Identify the deadline pressure: is this urgent/important, important/not urgent, or unclear?
  • Name who owns the final decision and who needs to be consulted

Stage 3: Action

  • Define the minimum viable research: 2-3 activities maximum that would give enough signal to move forward with confidence
  • Time estimate for each activity
  • What each activity would tell you (and what it wouldn't)
  • Proposed check-in point: when to regroup before committing to more

Validate — Confirm every reframed question maps to at least one research activity. Verify scope boundaries are specific enough to say "no" to something concrete.

Output Structure

Problem Brief: [Opportunity Area]

Restated as questions:

  1. [Question 1]
  2. [Question 2]
  3. [Question 3]

Unstated assumptions we should surface:

  • [Assumption 1]
  • [Assumption 2]

In scope: [Clear boundary] Out of scope: [Clear boundary] Decision owner: [Name/role] Timeline: [Real deadline if known, or "unclear — recommend setting one"]

Minimum viable research:

Activity Time required What it tells us What it won't tell us
[activity] [time] [insight] [limitation]

Proposed check-in: After [activity], regroup to decide whether to proceed or pivot.

Example (Partial)

Input: "We need to figure out what to do about our enterprise customers."

Restated as questions:

  1. Are enterprise customers churning, underperforming on expansion, or both?
  2. Is this a product gap, a support/service gap, or a pricing/packaging issue?
  3. What does "do something" look like — a new initiative, a policy change, or a resource shift?

In scope: Enterprise accounts ($50K+ ARR) showing declining health scores in the last two quarters Out of scope: SMB segment, new enterprise acquisition strategy

Anti-Patterns

  • Do not reframe the brief into questions that are still too broad to research — each reframed question must be answerable by a specific activity
  • Do not list a research activity without stating what it would tell you and what it would NOT tell you
  • Do not leave the decision owner as "leadership" or "the team" — name a specific person or role
  • Do not omit an explicit out-of-scope boundary — without it, scope will expand organically and the brief becomes meaningless

Quality Checks

  • Every reframed question is specific enough to research (not "how do we improve things?")
  • Scope boundaries name something concrete that is excluded
  • Research activities are achievable within the stated timeline
  • Decision owner is identified (not "leadership" — a specific person or role)
Info
Name ambiguity-resolver
Version v20260618
Size 3.99KB
Updated At 2026-06-19
Language