DreamSeeds · App Research Report · 2026-03-30

SubWise
Smart Subscription Auditor

Stop paying for apps you don't use. On-device AI + Screen Time API reveals your true subscription costs vs. actual usage.

Finance $6.46B Market One-Time $3.99 subscription tracker
🟡
Research Verdict
PAUSE
Strong market need but saturated category requires differentiation at scale
6.4
out of 10
01 — Name Research

Candidate names

Recommended
SubWise
com.dreamseeds.subwise
✅ subwise.io - $37.99/yr App Store: Clear
Name .com .io/.app App Store Clear? Trademark Risk Score
SubWise ❌ Taken ✅ .io Free ($37.99/yr) ✅ Clear Low 8/10
PurgeApps ✅ Free ($11.25/yr) ✅ .app Free ($15/yr) ✅ Clear Low 7/10
AppWorth ❌ Taken ✅ .app Free ($15/yr) ✅ Clear Low 7/10
SpendLens ❌ Taken ❌ Taken (.app & .io) ✅ Clear (exists on Play only) Medium 4/10
SubSlash ❌ Taken ❌ Taken (.app) ✅ Clear Low 5/10
02 — Market

Market overview

TAM
$6.46B
Verified Market Research, 2024
Growth Rate
15% CAGR
Through 2032
Target User
28–45yo, $60K+ income, 8–12 subscriptions

42% of consumers admit forgetting about active subscriptions, spending an average of $219/month but estimating only $86—a $133 monthly leak. The subscription management category has exploded from ~15,000 new apps/month in 2022 to 15,000+ in 2025, creating intense competition. Adapty reports 30–40% churn within first 90 days (monthly plans), making retention the critical challenge. Rocket Money dominates mindshare (4.3★ iOS rating, 330K+ reviews) with a freemium model ($7–$14/mo premium), but 41% of users report subscription fatigue, signaling appetite for novel solutions.

03 — Competition

Top 5 competitors

Monetization model, marketing strategy, and the #1 complaint from users for each.

#1 Rocket Money ⭐ 4.3 · 400K/mo downloads
💵 Est. Monthly Revenue

$1.2M–$1.8M

💰 Monetization
Freemium + Bill Negotiation

Free tier tracks subscriptions; Premium ($7–$14/mo) adds bill negotiation (35–60% of savings). 5M+ users, headquartered in fintech.

📣 Marketing

Heavy TikTok + YouTube presence; influencer partnerships; App Store featuring. Backed by Rocket Companies (Quicken Loans parent).

😤 #1 Complaint

Premium paywall too aggressive; 35–60% fee on bill negotiation feels predatory; requires bank linking for full value.

#2 Bobby ⭐ 4.75 · Unverified downloads
💵 Est. Monthly Revenue

$150K–$300K

💰 Monetization
Freemium (5 free, $1.99 unlock)

Manual entry (no bank linking). Free tier: 5 subscriptions. $1.99 one-time: unlimited, dark mode, iCloud sync, touch ID.

📣 Marketing

Niche community-driven; MacStories feature; Product Hunt featured. Apple highlighted as "beautifully designed."

😤 #1 Complaint

iOS-only; limited feature set (no bill negotiation or cancellation assistance); outdated tracking UX; no AI insights.

#3 Emma ⭐ 4.2 · Unverified downloads
💵 Est. Monthly Revenue

$400K–$700K

💰 Monetization
Freemium (3 tiers)

Free: basic tracking. Emma Plus (£4.99), Pro (£9.99), Ultimate (£14.99). Full budget management + subscription focus.

📣 Marketing

UK/EU-focused; TrustPilot 4.2★. Financial content partnerships; FinancialMillennial endorsements.

😤 #1 Complaint

Overloaded with budget features (UI bloat); Premium costs add up ($4.99–$14.99/mo = competing subscriptions); UK-centric.

#4 Subby ⭐ 4.7 · Recently launched
💵 Est. Monthly Revenue

$50K–$150K

💰 Monetization
Free (no paid tier mentioned)

Manual entry; minimal feature set. Clean bubble UI. No premium tier; possibly ad-supported or freemium planned.

📣 Marketing

New to market (2025); Apple featured in "Liquid Glass" showcase for iOS 26. Early adopter appeal.

😤 #1 Complaint

Too early-stage; minimal features vs. Rocket Money; no cancellation support or usage insights; unproven monetization.

#5 Copilot (Subscriptions Module) ⭐ 4.4 · Unverified downloads
💵 Est. Monthly Revenue

$500K–$1M

💰 Monetization
Subscription: $4.99/mo budget app

Full-featured budget tracker; subscriptions a highlight, not the focus. Beautifully designed; comprehensive financial management.

📣 Marketing

Influencer + TikTok marketing; strong design reviews; positioning as "beautifully designed comprehensive budgeting."

😤 #1 Complaint

Subscriptions buried in larger app; overkill for subscription-only users; $4.99/mo subscription cost overlaps target user pain.

The gap: AI-powered usage vs. cost visibility

Every competitor relies on manual entry or bank linking + flat transaction lists. None integrate Screen Time API to show "you spent $15/mo but used this app 3x/month." SubWise's unique angle: on-device AI that correlates actual app usage (Screen Time API) with subscription cost, delivering a guilt-free usage-to-price ratio. One-time $3.99 eliminates friction vs. $7–$14/mo subscriptions users avoid. This is the only app that answers: "Is this subscription worth it based on MY usage?"

04 — ASO

Keyword strategy

🔴 High volume / High competition — use in description only
subscription tracker subscription manager cancel subscriptions
🟡 Medium volume / Medium competition — title + subtitle targets
subscription audit app budget subscription apps app usage tracker
🟢 Low competition / Niche — quick ranking wins
unused apps detector subscription fatigue relief screen time subscription audit
ElementRecommended CopyChar Count
App Store TitleSubWise: Subscription Audit28/30
SubtitleTrack apps you've forgotten28/30
Primary CategoryFinance
05 — Scoring

Opportunity score

Market Size
8
Competition Level
3
Differentiation
7.5
Monetization Clarity
8.5
Tech Feasibility
8
ASO Opportunity
5
🟡 Overall: 6.4 / 10 — PAUSE

SubWise solves a real, measurable problem in a $6.46B market with proven monetization (one-time $3.99 undercuts rivals), strong tech foundations (Screen Time API + on-device AI), and clear differentiation vs. every competitor. However, the subscription tracker category is now saturated with 15,000+ new apps/month, Rocket Money dominates with massive reach, and user fatigue is high. Launch only if you can achieve 10K+ day-one installs via PR or influencer blitz. Otherwise, build in stealth mode and validate AI usage correlation with beta users (50–100 closed testers) before committing to full launch.

Biggest RiskBiggest Opportunity
Market saturation + Rocket Money's gravitational pull = tough user acquisition. App store discoverability is worse than 2024. Screen Time API + AI correlation is novel. If 5% of testers get "aha moment" from seeing unused app costs, viral potential is real. $3.99 price = no subscription friction.
06 — Spec

MVP app spec

Register these in App Store Connect before opening Xcode.

Bundle ID and IAP product IDs must be created in App Store Connect first. Mismatches are the #1 cause of upload failures.

Bundle ID — register this first
com.dreamseeds.subwise

Register in Apple Developer Portal → Certificates, IDs & Profiles → Identifiers

Monetization
One-Time Purchase + Free Tier

Free: View subscriptions (manual entry). $3.99 one-time: Screen Time integration + AI usage audit.

IAP Product IDs — create in App Store Connect → In-App Purchases
  • com.dreamseeds.subwise.unlockai
  • com.dreamseeds.subwise.yearlyunlock
  • Unverified — may need subscription tier if retention is key
  • Unverified — add-on subscriptions later if needed
Tech Stack
  • iOS 17+, SwiftUI, Swift 6
  • @Observable for state management
  • StoreKit 2 for one-time purchases
  • DeviceActivity (Screen Time API) for usage correlation
  • On-device ML model for cost-to-usage ratio calculation
Target User
Subscription Guilt Sufferer

28–45yo, $60K+ income, 8+ active subscriptions, uses 3–5 actively, pays for 10+. Wants clarity without friction.

MVP Core Features

#FeatureWhy It MattersSession
1Manual subscription entry + local storageFree tier must work without bank linking (privacy-first). Users need instant gratification.S1
2Screen Time API integration + permission flowCore differentiator. Correlate app usage with monthly cost. This is the aha moment.S2
3Usage-to-cost dashboard (AI insights)Show "you spent $15/mo but used this 2x/mo = $7.50 per use." Guilt trigger = conversion.S3
4StoreKit 2 one-time $3.99 purchase unlockUnlock full AI audit + recommendations. Frictionless vs. $7/mo subscriptions. Conversion hedge.S4
5Smart recommendations (cancel or justify)Not just audit—actionable next step. "Cancel this" or "You use it enough." Retention driver.S5

9-Session Build Plan

S1
Scaffold + Auth (local user profile, iCloud sync optional)
S2
Screen Time API integration + permission dialog + device activity query
S3
StoreKit 2 & one-time purchase flow
S4
Onboarding + subscription manual entry flow
S5
Dashboard: subscription list + monthly cost calculator
S6
AI audit logic: usage-to-cost ratio + recommendations engine
S7
Insights UI + recommendation cards (cancel/justify)
S8
Settings + data export + privacy disclosures
S9
Push notifications (subscription reminders) + TestFlight + App Store submission
DreamSeeds · App Research · 2026-03-30
SubWise Score: 6.4/10 PAUSE