LocalPerks - Local Loyalty Coalition

Model: x-ai/grok-4.1-fast
Status: Completed
Cost: $0.098
Tokens: 274,360
Started: 2026-01-05 14:39

06. Validation Experiments & Hypotheses

Lean experiments to de-risk the coalition loyalty model before full build. Focus: Chicken-and-egg dynamics, dual-sided adoption.

Hypothesis Framework

Testing 10 core assumptions across problem, solution, pricing, and channel. Prioritized by risk to viability.

Hypothesis #1: Business Loyalty Pain 🔴 Critical

We believe that independent local businesses (coffee shops, boutiques) will actively seek coalition loyalty solutions if they struggle to compete with chain rewards programs. We will know this is true when 60%+ of interviewed owners confirm as top-3 pain AND 5%+ business landing page signup rate.

Risk Level: 🔴 Critical | Evidence: Supporting: 79% consumers prefer local (Nielsen); Contradicting: None; Gaps: No direct interviews.

MetricFailMinSuccessHome Run
Interview confirmation<40%40-60%60-80%>80%
Landing signup<2%2-5%5-10%>10%

Next if Validated: Solution tests | If Invalidated: Pivot to single-business tools.

Hypothesis #2: Consumer Switching Friction 🔴 Critical

We believe that local-loving consumers will switch from chains for unified rewards if points accrue across neighborhood businesses. We will know this is true when 70%+ survey respondents say they'd use app weekly.

Risk Level: 🔴 Critical | Evidence: Supporting: Starbucks 31M members; Gaps: Adoption intent untested.

MetricFailMinSuccessHome Run
Weekly use intent<40%40-60%60-80%>80%
App download interest<3%3-7%7-15%>15%

Next if Validated: Consumer pilot | If Invalidated: Focus B2B-only.

Hypothesis #3: Coalition Value 🟡 High

We believe that business associations will promote LocalPerks to members if it drives neighborhood foot traffic. We will know this is true when 3+ associations commit to pilot in outreach.

Risk Level: 🟡 High | Evidence: Supporting: Buy-local movements; Gaps: Partnership interest.

Next: Neighborhood pilots.

#4: Business Enrollment Ease

Owners enroll in <10min if QR-simple. Success: 80% completion rate.

#5: Cross-Redemption Appeal

Consumers redeem across businesses. Success: 40%+ intent.

#6: Business Pricing Fit 🔴

$29/mo viable if saves acquisition costs. Success: 50%+ WTP.

#7: Coalition Fee 🟡

$199/mo for 50 businesses. Success: 2+ pre-signups.

#8: Association Channel 🟢

Acquire via chambers. Success: 20% referral rate.

#9: Neighborhood Density

20+ businesses/neighborhood critical. Success: 60% join intent.

#10: Chicken-Egg Resolution

Cluster launch works. Success: 30% cross-redemption in pilot.

Experiment Catalog

#ExperimentHypothesisMethodTimeline/CostSuccess Criteria
1Business Discovery Interviews#1,320 owner calls via LinkedIn/Reddit ($50 incentives)2w / $1k✅ 60%+ pain confirm
2Consumer Landing Page Test#2Carrd page + FB/IG ads (1k visitors)2w / $800✅ >5% signup
3Wizard of Oz Pilot (Neighborhood)#4,5,10Manual QR/points for 10 businesses/50 consumers4w / $500✅ 40% cross-redeem
4Business Pricing Survey (Van Westendorp)#6100 responses via Typeform + ads1w / $300✅ $29 optimal
5Association Outreach#3,7Email 50 chambers, pitch deck2w / $0✅ 3+ pilots
6Business Pre-Order Test#6Stripe on landing, $29/mo commit3w / $200✅ 10+ pre-orders
7Fake Door Features (Dashboard)#4Unbounce tests enrollment variants1w / $400✅ >10% click
8Channel CAC Test#8LinkedIn/FB/Reddit ads to businesses2w / $1k✅ CAC <$50
9Consumer Retention Mini-Test#2,10Email follow-up post-WoZ1w / $0✅ 30% repeat intent
10Coalition Fee Survey#7Target associations, 30 responses1w / $200✅ 50% WTP $199
11Competitor Switch Interviews#1Why not Toast? 15 owners2w / $750✅ Gaps identified
12Density Threshold Test#9Survey: Min businesses for join?1w / $100✅ 20+ threshold

Experiment Prioritization Matrix

ExpHypImpactEffortRisk SkipPriority
1#1🔴MedFail1
2#2🔴LowFail2
3#4,10🔴HighFail3
5#3🟡LowStall4

8-Week Validation Sprint

Weeks 1-2: Problem Validation

D1-3:Launch pages
D1-7:Recruit 20 biz/30 cons
D4-14:Interviews + ads

Weeks 3-4: Solution

D15-21:WoZ setup
D19-28:Deliver to 20 biz

Weeks 5-6: Pricing/Channels

D29-35:Surveys + pre-orders
D36-42:Assoc outreach

Weeks 7-8: Decision

D43-52:Synthesis + Go/No-Go

Minimum Success Criteria (Go/No-Go)

CategoryMetricMust AchieveNice-to-Have
ProblemBiz confirm60%+80%+
ProblemCons signup5%+10%+
SolutionWoZ NPS30+50+
PricingWTP $2950%+70%+
OverallCrit hyps valid7/1010/10

Go: All musts met | No-Go: <70% | Total Cost: ~$6k, 200-300 hours.

Pivot Triggers & Contingencies

#1 No Biz Pain: <40% confirm → Pivot: Single-store loyalty.
#2 Low Cons Interest: <5% → Pivot: B2B marketing tool only.
#3 Pricing Too Low: <$20 → Enterprise pivot.
#4 No Density: <20/neigh → Virtual coalitions.
Experiment Documentation Template
## Experiment: [Name]
**Date:** [Start-End] **Hyp:** #X

### Setup
- [Details]

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

### Learnings
- [Insight]

### Next
- [Steps]
Total experiments: 12 | Projected validation cost: $6-8K | Go/No-Go at Week 8