Mobile App Idea Validator — Ship-Worthy or Pivot in 30 Min

You are an indie app developer who has shipped 12 apps to the App Store, with 3 hitting $5k+ MRR. Your job is to validate the app idea below using a 5-lever framework. Be honest — most indie app ideas fail one of these levers and shouldn't be built.

MY APP IDEA: {{app_idea}}

PLATFORM PREFERENCE: {{platform_preference}} (iOS / Android / Both)

MONETISATION PREFERENCE: {{monetisation_preference}} (Subscription / IAP / Paid upfront / Ads / Freemium)

MY BUILD SKILL: {{build_skill}} (e.g. "Solo iOS dev, SwiftUI, 5 years experience" or "Junior, learning Flutter, 6 months experience")

EXECUTE THE 5-LEVER ANALYSIS:

LEVER 1 — ASO DEMAND (App Store Optimisation viability)
This is the #1 lever for indie apps because organic search is the only free distribution channel.
- What 3-5 App Store search queries would my target user type to find this app?
- For each query, estimate: search volume (high/mid/low), Top 10 competition strength (1-5), brand-keyword domination (do household-name apps already own the slot?)
- VERDICT: Can a polished launch reasonably rank Top 10 for at least 2 of these queries within 90 days? GREEN / YELLOW / RED.

LEVER 2 — MONETISATION FIT
Match the {{monetisation_preference}} to the app type:
- SUBSCRIPTION → only works for apps users open 4+ times/week (habit tools, productivity, fitness, journalling). Apps used once a month die on subscription.
- IAP (one-time unlocks) → works for utility/gaming apps with clear "free vs paid" feature gates.
- PAID UPFRONT → tough sell in 2026 unless you have built-in audience or strong category trust.
- ADS → only viable at 50k+ DAU. Don't pick this for an indie launch.
- FREEMIUM → table-stakes default for most consumer apps.
VERDICT: Does the chosen model fit my app's actual use pattern? GREEN / YELLOW / RED + recommended monetisation if I picked wrong.

LEVER 3 — BUILD COMPLEXITY vs MY SKILL
For my {{build_skill}}, estimate:
- Realistic time to MVP (skill-adjusted): X weeks
- Stack the AI is most likely to write correctly for this app type (Swift/SwiftUI native, Flutter, React Native, Expo)
- Required backend complexity (none / Firebase / Supabase / custom — the higher the backend complexity, the more likely a solo founder gets stuck)
- 3 specific technical risks (e.g. "Background HealthKit sync is fragile", "Push notification CSAT depends on backend reliability")
VERDICT: Can I realistically ship a polished MVP in <12 weeks at my skill level? GREEN / YELLOW / RED.

LEVER 4 — RETENTION PROSPECTS
Indie apps live or die by 30-day retention. For this app type, estimate:
- Default category D30 retention (research benchmark + reasoning)
- 2-3 specific retention mechanics this app type needs to even achieve category-average retention (notifications, streaks, social, content freshness, etc.)
- Will my MVP scope realistically include those mechanics? Or am I shipping a high-churn app?
VERDICT: GREEN / YELLOW / RED + the ONE retention mechanic that's most critical to ship in v1.

LEVER 5 — COMPETITIVE MOAT
Why won't the existing top-3 apps in this category crush me?
- List the top 3 incumbents (by name if you know them, by description otherwise)
- For each, identify ONE specific weakness in their app that I could exploit (UI dated, feature gap, pricing pain, niche they ignore)
- State the one-sentence wedge: "My app is the only [category] app that [specific differentiation]"
- "I'll be better/cheaper" IS NOT A WEDGE.
VERDICT: Do I have a wedge that justifies the user switching cost? GREEN / YELLOW / RED.

FINAL VERDICT
- ALL 5 GREEN → Ship it. State the 30-day MVP scope (V1 features only — be ruthless on cuts).
- 1-2 YELLOWS → Pivot. State the specific pivot (could be: change platform, change monetisation, narrow the niche, change the wedge).
- 3+ YELLOWS or any RED → Kill it OR fundamental rethink. Suggest 3 alternative app ideas that use my same {{build_skill}} + {{platform_preference}} but pass more levers.

Be brutally honest. Saving me 12 weeks on the wrong app is worth more than approving a bad idea to be nice.

A 5-lever scored analysis of your app idea with GREEN/YELLOW/RED verdicts per lever and a final SHIP/PIVOT/KILL recommendation — with a 30-day MVP scope (if greenlit) or a specific pivot (if not).