SkillSwap - Neighborhood Skill Exchange

Model: meta-llama/llama-3.3-70b-instruct
Status: Completed
Cost: $0.053
Tokens: 158,838
Started: 2026-01-05 00:17

Validation Experiments & Hypotheses

Hypothesis #1: Problem Existence 🔴 Critical

We believe that suburban homeowners and retirees will actively seek a platform to exchange skills and services without money, valuing community connection and mutual support, if we provide a user-friendly, trustworthy, and egalitarian time-based credit system. We will know this is true when we see 60%+ of surveyed potential users confirm this as a top-3 community need and 5%+ of landing page visitors sign up for the waitlist.

Hypothesis #2: Solution Fit 🔴 Critical

We believe that the same target users will prefer using SkillSwap over traditional options (hiring professionals, asking favors, or using existing platforms like TaskRabbit or Nextdoor) if we deliver a seamless, skill-matching experience with strong community trust features. We will know this is true when 70%+ of beta testers rate the platform as "useful" or "very useful" for their skill exchange needs.

Hypothesis #3: Willingness to Pay 🔴 Critical

We believe that a significant portion of active users will be willing to pay a premium subscription ($4.99/month) for unlimited exchanges, priority matching, and additional features if we provide clear value through high-quality matches and community engagement. We will know this is true when 30%+ of users opt for the premium tier within the first 6 months of using the free version.

Experiment Catalog

Experiment Hypothesis Tested Method Metrics
Discovery Interviews #1 Semi-structured interviews with 20 suburban homeowners and retirees % confirming problem as top-3 community need
Landing Page Test #1, #2 Landing page with waitlist signup, driving traffic via social media ads Signup rate, bounce rate
Wizard of Oz MVP #2, #3 Manual, curated skill matching for 10 users, with follow-up surveys User satisfaction, willingness to pay

8-Week Validation Sprint

Week 1-2: Problem discovery interviews and landing page setup

Week 3-4: Launch landing page test, begin Wizard of Oz MVP

Week 5-6: Analyze results, refine hypothesis, prepare for pilot launch

Week 7-8: Pilot launch in 3 communities, monitor and adjust

Minimum Success Criteria (Go/No-Go)

  • 60%+ confirmation of problem existence
  • 5%+ landing page conversion rate
  • 70%+ user satisfaction with Wizard of Oz MVP
  • 30%+ willingness to pay for premium features