MedMinder Pro - Medication Adherence Coach

Model: z-ai/glm-4.7
Status: Completed
Cost: $0.231
Tokens: 153,860
Started: 2026-01-05 14:38

Section 05: User Research & Validation Plan

MedMinder Pro - Validating the "Root Cause" Hypothesis

1. Key Assumptions to Validate

Problem Assumptions

  • Users know *why* they skip doses HIGH RISK

    Method: Diary studies + Interviews

    Target: 70% can articulate a specific reason (cost, side effects, etc.)

  • Current reminders are "noise" MED RISK

    Method: App usage observation

    Target: Users disable notifications on generic alarms

  • Caregivers feel helpless MED RISK

    Method: Caregiver forums/interviews

    Target: "Nagging" is top friction point

Solution Assumptions

  • Users will input "snooze reasons" HIGH RISK

    Method: Prototype testing

    Target: 60% completion rate on reason capture

  • Seniors trust AI health insights CRITICAL

    Method: Concept testing

    Target: "Doctor approved" messaging reduces skepticism

  • Price savings drive retention MED RISK

    Method: Wizard of Oz savings

    Target: $50+/month savings found for 80% of users

Business Assumptions

  • B2C willingness to pay $4.99/mo CRITICAL

    Method: Van Westendorp Survey

    Target: 40% see $4.99 as "cheap/expensive" midpoint

  • Pharmacies will partner HIGH RISK

    Method: Partner interviews

    Target: 3 LOIs for pilot program

  • CAC < $15 via Caregiver channels HIGH RISK

    Method: Ad tests on FB/Reddit

    Target: CPC <$2, Conversion >15%

2. Customer Discovery Interview Guide

Part 1: Context (10 min)

  • Walk me through your morning routine with your medications.
  • How many different doctors do you see for your prescriptions?
  • What does "managing your meds" look like right now? (Pill box, family help, etc.)

Part 2: The "Miss" (20 min)

  • Tell me about the last time you missed a dose. What happened that day?
  • Before you missed it, did you *intend* to take it?
  • If you didn't take it because of side effects, how did that feel?
  • If cost was the issue, how did you handle the conversation with your doctor?
  • Probe for emotions: Guilt? Fear? Indifference?

Part 3: Current Tools (15 min)

  • Have you tried pill reminder apps? Why did you stop?
  • What do your kids/family members currently ask you about your health?
  • What is the most annoying part of refilling prescriptions?

Part 4: The "Root Cause" Solution (15 min)

  • How would you feel if an app asked, "Why are you skipping this?" when you snoozed?
  • If we could automatically find a coupon for your expensive drug, would you trust it?
  • Would you want your adult child to see *that* you missed a dose, or just a weekly summary?
  • Would you pay $5/month to never worry about refills again?
Logistics: Target 20 Patient Interviews + 10 Caregiver Interviews. Incentive: $50 Amazon Gift Card. Use Zoom with video on to observe body language/pill boxes.

3. Survey Design

Screening Survey (Qualitative Recruitment)

Goal: Find high-friction users for deep interviews.

  1. How many prescription medications do you take daily? (0, 1-2, 3-5, 5+)
  2. Have you missed a dose in the last month? (Yes/No)
  3. What is your primary method of tracking meds? (Memory, Box, App, Caregiver)
  4. On a scale of 1-10, how stressful is managing your refills?
  5. Are you currently managing meds for a parent? (Yes/No)
  6. Would you be willing to discuss your routine for 30 mins for $50?

Validation Survey (Quantitative)

Goal: Quantify pain and pricing sensitivity.

  1. Rank these reasons for missing a dose: (Cost, Side Effects, Forgot, Felt Fine, Too Complex)
  2. How much do you spend monthly on prescriptions?
  3. Van Westendorp Pricing Qs: (At what price is this too expensive? A bargain? So cheap you doubt quality?)
  4. Which feature is most valuable? (Auto-refill, Cost savings, Family alerts, Side effect tracking)
  5. How likely are you to switch from your current pharmacy app?

4. Landing Page Experiment

Hypothesis:

Messaging focused on "Cost Savings" will outperform "Reminders" due to higher financial pain.

Variant A (Control) Variant B (Risk)
Headline: Never Miss a Dose Again. Headline: Stop Overpaying for Meds.
Sub: The smartest pill reminder. Sub: We find coupons & manage refills.
CTA: Start Reminding Me CTA: Find My Savings
Success Criteria:
  • 1,000 unique visitors via FB Ads (Targeting: 50+)
  • >5% conversion to Waitlist
  • Cost Per Signup < $5

5. Prototype Testing Plan

Recommended: "Concierge MVP" (Wizard of Oz)

Instead of building the AI, manually analyze the data for the first 20 users to see if the insights are actually helpful.

Step 1: The "Snooze" Input

User gets a text reminder. If they don't confirm "Taken", they get a follow-up: "Why? (Side effect, Cost, Busy)"

Step 2: Manual Analysis

Founder reviews data. If "Cost", manually searches GoodRx. If "Side effect", drafts doctor discussion script.

Step 3: The "Intervention" Delivery

Send a personalized text: "I found your med at Walmart for $10 less. Here is the coupon."

6. Validation Timeline & Go/No-Go

Weeks 1-2: Problem Discovery

Conduct 20 patient interviews + 10 caregiver interviews. Run screening survey to gather quantitative baseline on "missed dose frequency."

Weeks 3-4: Landing Page & Fake Door

Launch A/B test (Cost vs. Reminders). Add "Find Savings" button (Fake Door) on existing patient forums to measure click-through rate on cost solutions.

Weeks 5-6: Concierge MVP

Onboard 10 beta users. Send daily SMS reminders. Manually handle "Interventions" for missed doses. Measure retention and "delight" (NPS).

Week 8: Go/No-Go Decision

Review data against success metrics. Pivot to pure enterprise tool if B2C churn is too high, or proceed to build MVP.

Decision Criteria

Metric Target (Green) Danger (Red)
Problem Validation 80% cite specific non-compliance reason "I just forget" is >90% answer
Landing Page Conversion >5% Signup Rate <1% Signup Rate
Concierge MVP Retention >60% Week 2 Retention <20% Week 2 Retention
Willingness to Pay >30% accept $4.99/mo Max acceptable price <$1.99

8. Research Synthesis Template

Problem Validation

  • Top 3 Pain Points: [List]
  • Surprise Finding: [e.g., Users fear side effects more than cost]
  • Killed Assumption: [e.g., Users don't want family to see every miss]

Solution Validation

  • Must-Have Feature: [e.g., The "Snooze Reason" capture]
  • Nice-to-Have: [e.g., Gamification]
  • UX Friction: [e.g., Typing on phone is hard, use voice/buttons]
"If we cannot prove users will tell us why they miss doses, we cannot build the AI engine. This is the pivotal pivot point."