Validation Experiments & Hypotheses
Hypothesis #1: Problem Existence 🔴 Critical
We believe that solo founders and bootstrapped entrepreneurs will actively seek viability analysis tools if they are trying to validate a new product idea. We will know this is true when we see 60%+ of surveyed founders confirm this is a top-3 pain point AND 5%+ landing page signup rate.
Risk Level: 🔴 Critical (product fails if wrong)
Current Evidence: Supporting - Forum discussions, search volume, competitor traction. Contradicting: None identified. Gaps: No direct user interviews yet.
Experiment Design: Customer discovery interviews + landing page test. Method: Semi-structured interviews with target users and a landing page with waitlist signup. Sample Size: 20 interviews, 1,000 landing page visitors. Duration: 2 weeks. Cost: $500 (ads) + 20 hours (interviews).
Success Metrics: | Metric | Fail | Minimum | Success | Home Run | |--------|------|---------|---------|----------| | Problem confirmation rate | <40% | 40-60% | 60-80% | >80% | | Landing page signup | <2% | 2-5% | 5-10% | >10% |
Next Steps if Validated: Proceed to solution validation. Next Steps if Invalidated: Pivot to adjacent problem or exit.
Hypothesis #2: Solution Fit 🔴 Critical
We believe that founders seeking validation will use an AI-powered analysis tool instead of manual research if we deliver comprehensive, actionable reports in minutes instead of weeks. We will know this is true when we see 70%+ of prototype users rate the output as "useful" or "very useful".
Risk Level: 🔴 Critical
Current Evidence: Supporting - Industry reports suggest demand for automated solutions. Contradicting: None identified. Gaps: No direct user feedback yet.
Experiment Design: Wizard of Oz MVP. Method: Manually deliver the service using AI + human judgment. Sample Size: 10 users. Duration: 4 weeks. Cost: Time only (10-20 hours of effort).
Success Metrics: | Metric | Target | Actual | Pass/Fail | |--------|--------|--------|-----------| | User satisfaction | 7/10 | | | | NPS score | 30 | | |
Next Steps if Validated: Proceed to pricing validation. Next Steps if Invalidated: Pivot to different solution or exit.
Hypothesis #3: Willingness to Pay 🔴 Critical
We believe that bootstrapped founders will pay $49-$99 for a single viability analysis if we provide investor-grade output that saves 20+ hours of research. We will know this is true when we see 10+ pre-orders at target price point.
Risk Level: 🔴 Critical
Current Evidence: Supporting - Similar products charge premium prices. Contradicting: None identified. Gaps: No direct sales data yet.
Experiment Design: Pre-order test. Method: Collect actual payments before building. Sample Size: 10+ pre-orders. Duration: 2 weeks. Cost: $0 (pre-orders).
Success Metrics: | Metric | Target | Actual | Pass/Fail | |--------|--------|--------|-----------| | Pre-orders | 10 | | | | Payment conversion | 50% | | |
Next Steps if Validated: Proceed to launch. Next Steps if Invalidated: Pivot to different pricing or exit.
Experiment Catalog
| Experiment | Hypothesis | Method | Sample Size | Duration | Cost |
|---|---|---|---|---|---|
| Discovery Interviews | #1 | Semi-structured interviews | 20 | 2 weeks | $500 + 20 hours |
| Landing Page Test | #1, #2 | Landing page with waitlist signup | 1,000 | 2 weeks | $500 |
| Wizard of Oz MVP | #2, #3 | Manually deliver service using AI + human judgment | 10 | 4 weeks | Time only (10-20 hours) |
8-Week Validation Sprint
Minimum Success Criteria (Go/No-Go)
To proceed, we need to meet the following criteria:
- 60%+ of surveyed founders confirm problem existence
- 5%+ landing page signup rate
- 70%+ of prototype users rate the output as "useful" or "very useful"
- 10+ pre-orders at target price point
Pivot Triggers & Contingency Plans
If we fail to meet these criteria, we will reassess our approach and consider pivoting to a different problem, solution, or pricing strategy.
Experiment Documentation Template
For each completed experiment, we will document the following:
- Hypothesis tested
- Experiment design
- Results
- Key learnings
- Next steps