AgentSkillsCN

idea-validator

适用于验证初创想法——评估问题清晰度、研判市场可行性、识别潜在风险,并给出“可行”或“不可行”的建议时使用。可通过“验证想法”、“问题评分”、“市场分析”、“可行与否”、“想法评估”等短语触发。

SKILL.md
--- frontmatter
name: idea-validator
description: Use this skill when validating startup ideas - scoring problem clarity, assessing market viability, identifying risks, and providing go/no-go recommendations. Triggers on "validate idea", "problem score", "market analysis", "go or no-go", "idea assessment".

Idea Validator

Overview

Systematically validate startup ideas through problem clarity scoring, market analysis, risk identification, and evidence-based go/no-go recommendations.

When to Use

  • Implementing idea scoring algorithms
  • Building market analysis features
  • Creating risk assessment logic
  • Designing problem clarity evaluation
  • Generating validation recommendations

Paul Graham Criteria

Well vs Crater Model

TypeShapeExampleOutcome
WellDeep, narrowFacebook at HarvardSuccess
CraterShallow, broadSocial network for pet ownersFailure

Key Question: "Who wants this RIGHT NOW? Who wants this so much they'll use a crappy v1 from a startup they've never heard of?"

Schlep Filter

Valuable ideas hide behind tedious work. Turn OFF the schlep filter.

Avoided SchlepWinner
Payment processingStripe
Apartment rentalsAirbnb
File syncingDropbox

Organic vs Made-Up Ideas

OrganicMade-Up
"Live in the future, build what's missing"Brainstormed in a meeting
Solves founder's real problemSounds plausible but fake demand
High success rate"Sitcom startup"

Ash Maurya PMF Thresholds

Revenue Targets for PMF

CustomersARPA/Year= $10M ARR
10$1,000,000PMF
100$100,000PMF
1,000$10,000PMF
10,000$1,000PMF
100,000$100PMF

PMF Checklist

  • (1 product + 1 early adopter) focus
  • Low churn
  • Profitable or near-profitable
  • Simple early adopter segmentation
  • Early adopter < 20% of total market

Validation Recipes

RecipeQuestionPurpose
90-Day Goal"How many customers in 90 days?"Force specificity
Phantom Customer"Describe your ideal early adopter?"Test clarity
80/20"Which segment is your beachhead?"Focus resources
Next X"Where will your next X customers come from?"Test repeatability

Innovation Funnel

Funnel Stages

StageDurationGate
Strategy Alignment1 weekICP + Job defined
Ideation1 week5+ ideas sourced
Exploration2 weeksBusiness model viable
Selection1 weekTop 1-2 selected
Validation90 daysProblem/solution fit

Key Insight: Throughput == Traction

"Traction is the rate at which a business model captures monetizable value from its customers."

Anti-Metrics (Don't Measure):

  • Interviews completed
  • Canvases filled
  • Experiments run

Real Metrics (Do Measure):

  • Paying customers
  • Revenue
  • Retention

Validation Phases

PhaseQuestionGate
PROBLEMIs the problem real?Score ≥70%
MARKETIs the market viable?Viable quadrant
SOLUTIONDoes the solution work?1+ paying customer

Phase 1: Problem Validation

  • Problem clarity score (0-100)
  • Customer pain level (1-5)
  • Existing alternatives scan
  • GATE: Problem score ≥70% → Proceed

Phase 2: Market Validation

  • Supply-Demand Matrix
  • TAM/SAM/SOM estimation
  • Search demand analysis
  • GATE: Viable quadrant → Proceed

Phase 3: Solution Validation

  • 10+ customer interviews
  • Assumption testing
  • Willingness-to-pay signals
  • GATE: 1+ validated → Proceed to MVP

Problem Clarity Score

typescript
interface ProblemScore {
  specificity: number;      // 0-25: How specific is the problem?
  frequency: number;        // 0-25: How often does it occur?
  severity: number;         // 0-25: How painful is it?
  measurability: number;    // 0-25: Can we measure improvement?
}

function scoreProblemClarity(problem: string): ProblemScore {
  // AI evaluates each dimension
  // Total: 0-100
}

Customer Pain Levels

LevelTypeDescriptionTarget?
1LatentHas problem, unawareNo
2AwareKnows problem existsMaybe
3SearchingActively lookingYes
4CobbledBuilt own solutionYes
5BudgetReady to buy NOWIdeal

Supply-Demand Matrix

code
         High Demand
              │
    OPPORTUNITY│  RED OCEAN
    (Build!)   │  (Differentiate)
              │
Low ──────────┼────────── High
Supply        │           Supply
              │
    NICHE     │  AVOID
    (Focus)   │  (Saturated)
              │
         Low Demand

Edge Function: idea-validator

typescript
// Actions
- 'score_problem': Calculate problem clarity score
- 'analyze_market': Generate TAM/SAM/SOM + matrix
- 'assess_pain': Evaluate customer pain level
- 'recommend': Go/No-Go with reasoning

Go/No-Go Logic

typescript
function recommendGoNoGo(scores: ValidationScores): Recommendation {
  if (scores.problem < 60) return 'NO_GO: Problem not clear enough';
  if (scores.market === 'AVOID') return 'NO_GO: Market saturated';
  if (scores.pain < 3) return 'CAUTION: Low customer urgency';
  if (scores.problem >= 80 && scores.market === 'OPPORTUNITY') {
    return 'GO: Strong opportunity';
  }
  return 'EXPLORE: Run validation experiments';
}

AI Model Selection

TaskModel
Problem scoringgemini-3-flash-preview
Market analysisgemini-3-pro-preview
Competitor scangemini-3-pro-preview with search
Recommendationsclaude-sonnet-4-5-20250929

References

  • PRD Section 4: Business Idea Validator
  • Strategy Section 4: Validation Phases
  • /tasks/startup-system/startupai-prd.md