SkillSwap - Neighborhood Skill Exchange

Model: qwen/qwen3-max
Status: Completed
Cost: $0.590
Tokens: 161,117
Started: 2026-01-05 00:17

Validation Experiments & Hypotheses

Hypothesis #1: Problem Existence 🔴 Critical

We believe that [suburban homeowners and retirees] will [actively seek ways to exchange skills with neighbors] if they [want to build community while getting help without spending money] we will know this is true when we see [60%+ of surveyed neighbors confirm this as a top-3 need AND 5%+ landing page signup rate]

Risk Level: 🔴 Critical (product fails if wrong)

Current Evidence: Supporting: Time banking movement (350+ active time banks), Nextdoor complaints about lack of community help; Contradicting: None identified; Gaps: No direct user interviews yet

Experiment Design: Customer discovery interviews + landing page test | Sample: 20 interviews, 1,000 landing page visitors | Duration: 2 weeks | Cost: $500 (ads) + 20 hours

Metric Fail Minimum Success Home Run
Problem confirmation rate <40% 40-60% 60-80% >80%
Landing page signup <2% 2-5% 5-10% >10%

Hypothesis #2: Solution Fit 🔴 Critical

We believe that [neighbors seeking skill exchange] will [use a time-credit platform instead of informal favors] if we [provide a trusted, easy-to-use system that tracks exchanges fairly] we will know this is true when we see [70%+ of prototype users rate the experience as "useful" or "very useful"]

Risk Level: 🔴 Critical

Current Evidence: Supporting: Existing time banks show demand; Contradicting: Informal networks may suffice; Gaps: No prototype testing

Experiment Design: Wizard of Oz prototype with manual matching | Sample: 15 users | Duration: 3 weeks | Cost: 30 hours manual effort

Hypothesis #3: Willingness to Pay 🔴 Critical

We believe that [active community members] will [pay $4.99/month for premium features] if we [provide unlimited exchanges and priority matching that saves significant time] we will know this is true when we see [15+ pre-orders at target price point from engaged users]

Risk Level: 🔴 Critical

Current Evidence: Supporting: Freemium models work in community apps; Contradicting: Time banks are typically free; Gaps: No pricing validation

Experiment Design: Pre-order page with premium feature explanation | Sample: 100 engaged users | Duration: 2 weeks | Cost: $200 (targeted ads)

Hypothesis #4: Trust Mechanism Effectiveness 🟡 High

We believe that [new users] will [feel safe participating] if we [implement community vouching and optional background checks] we will know this is true when we see [80%+ of users complete verification and 90%+ report feeling "safe" or "very safe"]

Risk Level: 🟡 High

Hypothesis #5: Community Champion Model 🟡 High

We believe that [HOAs and community associations] will [adopt and promote SkillSwap] if we [provide them with a free community dashboard and launch support] we will know this is true when we see [3+ HOAs commit to pilot programs with 50+ member signups each]

Risk Level: 🟡 High

Hypothesis #6: Credit System Adoption 🟢 Medium

We believe that [users] will [understand and use the time-credit system] if we [provide clear onboarding and equal-value framing] we will know this is true when we see [75%+ of users complete at least one exchange within 2 weeks of signup]

Risk Level: 🟢 Medium

Hypothesis #7: Chicken-and-Egg Solution 🟢 Medium

We believe that [new communities] will [achieve critical mass quickly] if we [seed with 3-credit starter and community champions] we will know this is true when we see [50+ active members and 20+ skills listed within first month of launch]

Risk Level: 🟢 Medium

Hypothesis #8: Channel Efficiency 🟢 Medium

We believe that [HOA partnerships] will [drive efficient user acquisition] if we [provide turnkey community launch packages] we will know this is true when we see [CAC < $10 and 30%+ 30-day retention from this channel]

Risk Level: 🟢 Medium

Experiment Catalog

Experiment #1: Problem Discovery Interviews

Hypotheses: #1

Method: 20-30 semi-structured interviews with suburban homeowners and retirees

Success: ✅ 60%+ confirm problem as significant

Cost: $1,000-$1,500 | Timeline: 2 weeks

Experiment #2: Landing Page Smoke Test

Hypotheses: #1, #2

Method: Single-page waitlist with ad traffic

Success: ✅ >5% signup rate

Cost: $500-$1,000 | Timeline: 2 weeks

Experiment #3: Wizard of Oz MVP

Hypotheses: #2, #3

Method: Manual matching and delivery via email

Success: ✅ 8+/10 satisfaction, 50%+ would pay

Cost: Time only | Timeline: 4 weeks

Experiment #4: Pricing Survey

Hypotheses: #3

Method: Van Westendorp price sensitivity testing

Success: ✅ Clear optimal price point identified

Cost: $200 | Timeline: 1 week

Experiment #5: Trust Mechanism Test

Hypotheses: #4

Method: Test verification completion rates and safety perception

Success: ✅ 80%+ verification, 90%+ feel safe

Cost: $300 | Timeline: 2 weeks

Experiment #6: HOA Pilot Outreach

Hypotheses: #5

Method: Pitch 10 HOAs with community dashboard demo

Success: ✅ 3+ HOAs commit to pilot

Cost: $500 | Timeline: 3 weeks

Experiment Prioritization Matrix

Experiment Hypothesis Impact Effort Priority
Discovery Interviews #1 🔴 Critical Medium 1
Landing Page Test #1, #2 🔴 Critical Low 2
Wizard of Oz MVP #2, #3 🔴 Critical High 3
HOA Pilot Outreach #5 🟡 High Medium 4
Pricing Survey #3 🟡 High Low 5

8-Week Validation Sprint

Week 1-2: Problem Validation
Week 3-4: Solution Validation
Week 5-6: Pricing & Monetization
Week 7-8: Synthesis & Decision
  • Launch landing page
  • Recruit 20+ interviewees
  • Run $500 ad campaign
  • Conduct discovery calls
  • Analyze interview insights
  • Build manual MVP workflow
  • Deliver to 15 users
  • Collect satisfaction data
  • Run pricing survey
  • Test pre-order page
  • Outreach to 10 HOAs
  • Test trust mechanisms
  • Compile all results
  • Score against criteria
  • Make Go/No-Go decision
  • Plan Phase 2 or pivot

Minimum Success Criteria (Go/No-Go)

Category Metric Must Achieve Nice-to-Have
Problem Interview confirmation 60%+ 80%+
Problem Landing page signup 5%+ 10%+
Solution Prototype satisfaction 7/10+ 8.5/10+
Solution Exchange completion 50%+ 75%+
Pricing Pre-orders collected 15+ 30+
Partnerships HOA commitments 3+ 5+

Go Decision: All "Must Achieve" criteria met
Conditional Go: 70% of criteria met, clear path to remainder
No-Go Decision: <70% of criteria met, no clear fixes

Pivot Triggers & Contingency Plans

Trigger #1: Problem Doesn't Exist

Signal: <40% confirm problem

Action: Interview about actual top problems

Pivot: Different problem in same audience or same problem in different audience

Trigger #2: Solution Doesn't Resonate

Signal: <50% satisfaction with prototype

Action: Deep-dive on missing value

Pivot: Simplify scope, change format, add human touch

Trigger #3: Won't Pay Enough

Signal: Acceptable price <50% of target

Action: Find higher-value use case

Pivot: Freemium with upsell, enterprise pivot, cost optimization

Trigger #4: Can't Scale via HOAs

Signal: <1 HOA commitment from 10 outreach

Action: Test organic/viral channels

Pivot: Product-led growth, community-first, partnership distribution

Experiment Documentation Template

## Experiment: [Name]
**Date:** [Start - End]
**Hypothesis Tested:** #X

### Setup
- What we did
- Sample size
- Tools used
- Cost incurred

### Results
| Metric | Target | Actual | Pass/Fail |
|--------|--------|--------|-----------|

### Key Learnings
- Insight #1
- Insight #2
- Surprise finding

### Evidence
- [Link to data]
- [Quotes/screenshots]

### Next Steps
- [What this means for the product]
- [Follow-up experiments needed]