DreamSeeds · App Research Report · 2026-03-27

SubWorth
Subscription ROI Analysis

On-device AI that analyzes subscription cost-per-session ROI, helping users identify and cancel low-value subscriptions with viral screenshot sharing.

Lifestyle $10.2B market One-time purchase subscription tracker
🟢
Research Verdict
GO
Large TAM ($10B+), clear gap (no ROI analysis), strong viral screenshot potential.
7.8
out of 10
01 — Name Research

Candidate names

Recommended
SubWorth
com.subworth.app
.app Available — $15/yr App Store: Clear
Name .com .io App Store Clear? Trademark Risk Score
SubWorth ✅ Free ❌ Taken ✅ Clear Low 8/10
SubROI ❌ Taken ✅ Free ⚠️ Similar Medium 6/10
SubScore ✅ Free ✅ Free ✅ Clear Low 7/10
SubAudit ❌ Taken ❌ Taken ❌ Taken Medium 4/10
PurgeApp ✅ Free ✅ Free ✅ Clear Low 7/10
02 — Market

Market overview

TAM
$10.2B
Global Market Research 2025
Growth Rate
15.9% CAGR
Year over year
Target User
Consumers paying for 5+ subscriptions who want to understand real value per subscription

Subscription fatigue is at an all-time high — 41% of consumers report fatigue driven by hidden fees and loss of control. Users dropped from 9.1 to 7.3 active subscriptions. The subscription management market is growing 15.9% YoY to $11.83B by 2026. Yet existing trackers focus on cost tracking, not cost-per-session ROI analysis.

03 — Competition

Top 5 competitors

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

#1 Rocket Money ⭐ 4.3 · 10M+ users
💵 Est. Monthly Revenue

$2.4M/mo

💰 Monetization
Freemium

Free basic + $6-$12/mo premium for bill negotiation and advanced features.

📣 Marketing

App Store ads, personal finance blogs, word-of-mouth, bank partnerships

😤 #1 Complaint

Aggressive bill negotiation with 60% fee on savings. Unauthorized charges. Difficult cancellation.

#2 Bobby ⭐ 4.6 · 50K-100K
💵 Est. Monthly Revenue

$75K/mo

💰 Monetization
Freemium

Free up to 5 subscriptions. $1.99 one-time IAP for unlimited + iCloud sync.

📣 Marketing

App Store organic, MacStories/indie blogs, Product Hunt

😤 #1 Complaint

Manual entry only (no bank linking). Limited analytics. No cost-per-session insights.

#3 Subtrack ⭐ 4.5 · 25K-50K
💵 Est. Monthly Revenue

$35K/mo

💰 Monetization
Freemium

Free core tracking. Premium features behind paywall.

📣 Marketing

App Store, privacy-focused communities, indie tech blogs

😤 #1 Complaint

App crashes frequently. Feature parity unclear. Limited marketing awareness.

#4 Quicken Simplifi ⭐ 3.2 · 100K-500K
💵 Est. Monthly Revenue

$750K/mo

💰 Monetization
Subscription

$35.88/year ($2.99/mo). Auto-detects recurring charges.

📣 Marketing

Brand partnerships, financial blogs, email list, legacy Quicken users

😤 #1 Complaint

Clunky interface. AI support timeouts. Data sync failures. Limited subscription analytics.

#5 Orbit ⭐ 4.5 · 10K-50K
💵 Est. Monthly Revenue

$20K/mo

💰 Monetization
Freemium

Free tracking. Paid tier for advanced insights.

📣 Marketing

App Store, design-focused communities

😤 #1 Complaint

Limited user base. Minimal marketing. Feature set lacks differentiation.

The gap: No app calculates cost-per-session ROI

All top competitors (Rocket Money, Bobby, Subtrack) focus on cost tracking and cancellation reminders. None analyze actual value extracted per session/use, leaving users unable to distinguish between 'low-cost' and 'high-value' subscriptions. SubWorth fills this with AI cost-per-session scoring and viral screenshot sharing.

04 — ASO

Keyword strategy

🔴 High volume / High competition — use in description only
subscription tracker cancel subscriptions subscription manager
🟡 Medium volume / Medium competition — title + subtitle targets
budget app subscription alerts recurring billing
🟢 Low competition / Niche — quick ranking wins
cost per use app app ROI tracker subscription ROI
ElementRecommended CopyChar Count
App Store TitleSubWorth: Subscription Tracker28/30
SubtitleCost-per-use ROI analysis24/30
Primary CategoryLifestyle
05 — Scoring

Opportunity score

Market Size
8
Competition Level
7
Differentiation
8
Monetization Clarity
9
Tech Feasibility
8
ASO Opportunity
7
🟢 Overall: 7.8 / 10 — GO

SubWorth addresses a validated pain point: 41% of users report subscription fatigue yet lack visibility into which subscriptions deliver actual value per-use. The market is growing 15.9% YoY and top competitors don't offer cost-per-session analysis. With $3.99 one-time pricing and viral screenshot sharing as acquisition driver, SubWorth is positioned to capture the power-user segment.

Biggest RiskBiggest Opportunity
Rocket Money dominance with 10M+ users. Risk of feature parity if they add cost-per-session scoring. Screenshot virality — each shared 'subscription waste' report could drive 50-200 installs per viral post on TikTok/Instagram.
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.subworth.app

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

Monetization
One-time $3.99 + optional IAP

$3.99 one-time unlocks full app. $0.99 for watermark-free image export. $2.99 for annual PDF report.

IAP Product IDs — create in App Store Connect → In-App Purchases
  • com.subworth.pdf.annual.report
  • com.subworth.image.export.premium
  • com.subworth.cloud.backup
  • com.subworth.family.sharing
Tech Stack
  • iOS 17+, SwiftUI, Swift 6
  • @Observable for state
  • StoreKit 2 for IAP
  • None — fully on-device for MVP
  • Vision (receipt OCR), CoreML, StoreKit 2, WidgetKit, Screen Time API
Target User
Power users managing 5+ subs

Ages 25-45, above-median income, active on social media, frustrated by subscription creep and hidden charges.

MVP Core Features

#FeatureWhy It MattersSession
1Subscription input & managementQuick manual or AI-powered (OCR) subscription entry with cost and billing cycleS2
2Cost-per-session ROI scoringCore differentiator — AI flags subscriptions with high cost-per-useS2
3Insight dashboard & trendsTotal spend, top 3 waste subs, savings potential, trend over timeS5
4Screenshot sharing & viral cardsUsers share 'waste report' cards to social media — drives organic acquisitionS6
5Cancellation reminders & linksPush notifications 2 days before renewal for flagged waste subscriptionsS7

9-Session Build Plan

S1
Scaffold + Auth
S2
Core AI model — subscription input + cost-per-session ROI scoring engine
S3
StoreKit 2 / IAP
S4
Onboarding flow
S5
Social virality — screenshot export with waste report card + share sheet
S6
Subscription integrations — direct cancellation deep-links for top 20 services
S7
Analytics + retention — annual waste report, WidgetKit widget, renewal reminders
S8
Settings + account management
S9
Push notifications + TestFlight upload
DreamSeeds · App Research · 2026-03-27
SubWorth Score: 7.8/10 GO