Thrifty: AI Profit Identifier
69
Quality Score
Solid
Thrifty: AI Profit Identifier
Medium confidence
✍️ bumetric analysis
“
Thrifty: AI Profit Identifier is an iOS app from Joshua Kaleb Rowland in the Shopping category, currently rated 4.7★ across 297 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 69: Solid (established niche player). For a Shopping app, that means established niche player. The full BU Investment Matrix below scores 8 dimensions including monetisation, growth, and operational risk.
Track changes month-over-month in the Performance section below: live snapshot history and revenue forecast included.
💰 Monthly revenue · now vs forecast
● Right now
$500
per month
→
12-mo forecast
$437 – $1575
per month
→
24-mo forecast
$405 – $3644
per month
INDIE tier
💡 Grow this revenue
Free AI audit of this app’s store listing
- Title & subtitle keyword fit
- Description hook & conversion structure
- Screenshots, ratings, reviews strategy
Typical impact: +2-5× organic installs
📊 Performance Tracking LIVE
Loading…
Rating
—
Reviews
—
Forecast Revenue / mo
—
Snapshots tracked
0
since first record
ONE-TIME · BUILD💰 Estimated build cost
$95K
↳ What it cost to build · not monthly revenue
Likely range $70K – $130K
$25K · MVP floor$100K · indie scale$500K+ · studio build
📈Pays back in ~7 months at current MRR
Synthetic estimate. Inputs: category complexity, file size, screen count, monetization layer, platform reach, age × team-size proxy. Calibrated against 2024-2026 indie-agency rate surveys. Full math + source list on /methodology.
Where the money goes
| 🧱MVP baseline (design + 1-store ship) | +$28K |
| 📱5 unique screens × $4.5K | +$22K |
| 📦Asset bundle (107 MB) | +$22K |
| ⚙Shopping complexity ×1.30 | +$22K |
Total estimate$95K
ONE-TIME · EXIT VALUE💵 Estimated acquisition value
$200K
↳ What it would sell for · not monthly revenue
Marketplace range $150K – $250K · 15× MRR multiple
💸~2.1× return on build cost
Synthetic estimate. Multiple band derived from ad-supported + age, rating quality, category demand, and user-base maturity. Calibrated against 2024-2026 indie-app-marketplace closed-deal medians. Full math + comparable deal list on /methodology.
How the multiple was built
| 📺Ad-supported base | 15× MRR |
| ⭐★ rating ≥ 4.4 (solid) | +8% |
| 🏷Shopping category multiple | +2% |
| ⭐Small user base (<1K ratings) | -8% |
Final multiple15× MRR
👥 Estimated audience size
29K
Lifetime downloads (US-equivalent)
Monthly active
3.5K
Daily active
630
Synthetic estimate from ratings × category benchmarks. Calibrated against 2024-2026 mobile-attribution retention + DAU/MAU reports. Numbers are US-storefront-equivalent — true global audience can be 5-10× larger for international apps. Full math + source list on /methodology.
How we sized it
| 📲Shopping engagement | ~100 installs / rating |
| 🔁Shopping D30 retention | 12% |
| 📍DAU / MAU stickiness | 0.18 |
DAU / MAU18% sticky
🔬
How we forecast this revenue
LOW CONFIDENCEBaseline
$500/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
Direction
Headwinds: low defensibility moat
6 months
$426 – $993
12 months
$437 – $1.6K
24 months
$405 – $3.6K
Compound growth at +6.0% MoM (tier baseline for INDIE). Range widens with horizon — typical noise band ±40% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Early-stage solo · 43/100INDIE TIERexpected for tierRevenue Strength
2.7
Product Quality
6.5
Market Position
2.0
Growth Velocity
5.0
Defensibility
2.2
Operational Safety
10.0
Founder Strength
5.1
Monetization Maturity
1.0
- 💰 Revenue: Marginal — $200 - $1250/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.66★ across 297 reviews — solid.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: Insufficient signal to assess trajectory.
- ⚠️ Risk: Low — no material risk signals detected.
🎯 For competitors: Mixed picture. Worth competing if you have a clear UX or pricing edge — otherwise crowded segment.
💵 For acquirers: Estimated asking range 18-32× monthly = $9K-$16K. Portfolio play ($12K/mo combined) commands premium.
Composite of 8 dimensions computed deterministically from public signals — no LLM, every score traces back to a measurable input. Default weights shown; "compete" / "acquire" / "invest" lenses re-weight without re-fetching.
Range:
💰 Forecast Revenue / mo
MODELRevenue forecast computed from BU's 234 trigger model on each snapshot. Calibrated against ground-truth from 58 verified-revenue apps.
🔬Forecast Breakdown — Why This Estimate?Top 6 of 6 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| premiumREVIEW | +$2,200 | |
| Excellent rating (4.7★)METRIC | +$2,200 | |
| New app (9 months old)METRIC | −$700 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Early-stage install base (297 ratings)METRIC | +$400 | |
| Single-language (English only)METRIC | −$400 |
METRIC = structural app data · REVIEW = mined from user reviews · ✓ VERIFIED = Stripe-verified anchor (TrustMRR)
📈 Reviews Growth
LIVECumulative review count from first BU snapshot. Each point = a tracked update.
⭐ Rating Trend
LIVEAverage rating evolution. Updates with each new review batch.
🆕 What's New · v4.9
Bug fixes + faster scans!
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Thrifty: AI Profit Identifier
- Developer
- Joshua Kaleb Rowland
- Bundle ID
- com.thrifty.thrifty
- App Store URL
- Open in App Store
- Category
- Shopping
- Content rating
- 4+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Today
- Description
- Find apps and games for iPhone, iPad, Mac, and more on the App Store.
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Available
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $12.8K/mo
- Top-grossing rank
- 🇺🇸#37 /100 🇨🇦#82 /100
- All-time revenue
- Not found
- Pricing
- Not found
Founder
Founder data not yet collected for this app.
Funding
Funding data not yet collected for this app.
Press & Links
Press & Links data not yet collected for this app.
Contacts & Socials
Contacts & Socials data not yet collected for this app.
📈Ratings growth297 ratings+29600% lifetimeShow 3-year history estimate ▾
Tracked (10 weeks) Pre-tracking estimate (9 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Top Countries — Grossing Rank2 countries
🇺🇸US#37 /100
🇨🇦CA#82 /100
📊Category Rank Trajectory#37 now · best #37 · worst #100
Lower line = better rank · Estimate from ratings growth model · Lower position on chart = worse rank · Higher = top of chart
Profile is built from iTunes Lookup + developer site scrape + ML revenue model. Empty fields show "Not found" — additional sources (Crunchbase, X, IndieHackers, Acquire.com) coming.
📝 About this app
Transform your thrift shopping with Thrifty - the AI-powered app that instantly identifies items and reveals their true market value!
SMART ITEM SCANNING
• Point, scan, and discover what you've found
• AI identifies brands, styles, and product details instantly
• Get real-time price estimates and market values
MAXIMIZE YOUR SAVINGS
• Know if you're getting a great deal before you buy
• Compare thrift prices to retail and resale values
• Spot underpriced designer items and vintage treasures
PERFECT FOR:
• Thrift store enthusiasts and bargain hunters
• Resellers looking for profitable flips… View full description on the official store →
SMART ITEM SCANNING
• Point, scan, and discover what you've found
• AI identifies brands, styles, and product details instantly
• Get real-time price estimates and market values
MAXIMIZE YOUR SAVINGS
• Know if you're getting a great deal before you buy
• Compare thrift prices to retail and resale values
• Spot underpriced designer items and vintage treasures
PERFECT FOR:
• Thrift store enthusiasts and bargain hunters
• Resellers looking for profitable flips… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 107 MB🔞 4+📱 iOS 16.2+🔖 v4.9🔄 updated 0d ago🌐 EN📂 Shopping💰 Paid
📅
What Worked™ · Development Pipeline
10 EVENTS TRACKEDDetected changes in this app over its tracked lifetime — each event links cause (what changed) to effect (what moved). Sorted newest first.See full history →Version history →
2026-04
🔧
Shipped update — v? → v4.9
2026-04
⭐
Rating ↑ 2.00 → 4.66 (improved 2.66★)
2026-04
📈
Crossed 50 ratings — social-proof flywheel kicking in
2026-01
📈
Crossed 10 ratings — social-proof flywheel kicking in
2025-11
⭐
Rating ↓ 3.00 → 2.67 (dropped 0.33★)
2025-09
⭐
Rating ↑ 2.50 → 3.00 (improved 0.50★)
2025-08
⭐
Rating ↓ 3.00 → 2.50 (dropped 0.50★)
2025-08
⭐
Rating ↑ 2.00 → 3.00 (improved 1.00★)
2025-08
⭐
Rating ↓ 3.00 → 2.00 (dropped 1.00★)
2025-08
🚀
First tracked snapshot — initial data captured
🔎
ASO Keyword Positions
BEST RANK #31Ranked for 1 App Store search query in our last keyword sweep. Lower position = closer to the top.
thrift·#31🇺🇸
Last sweep: 2026-05-19 · iTunes Search API
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇺🇸 US | 4.66349★ | 315 | 4.66349★ this version |
| 🇬🇧 GB | 0★ | 0 | — |
| 🇩🇪 DE | 0★ | 0 | — |
| 🇫🇷 FR | 0★ | 0 | — |
| 🇯🇵 JP | 0★ | 0 | — |
| 🇨🇦 CA | 4.92307★ | 13 | 4.92307★ this version |
| 🇦🇺 AU | 5★ | 1 | 5★ this version |
| 🇧🇷 BR | 0★ | 0 | — |
| 🇮🇳 IN | 5★ | 1 | 5★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Thrifty: AI Profit Identifier: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
About this analysis
Why medium confidence: 297 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Thrifty make per month?▴
Based on our ML-calibrated revenue forecast, Thrifty earns approximately $12K/mo. This is a US-storefront-equivalent estimate; global revenue can be several times larger for internationally-distributed apps. See the methodology page for the full formula and confidence bands.
What apps are like Thrifty?▴
Browse the full Shopping category catalog to find similar apps with revenue, build cost, audience and tech stack data. Each /p/{slug} page also shows a Compare side-by-side widget with three peer apps from the same niche.
Who makes Thrifty?▴
Thrifty is published by Joshua Kaleb Rowland on the Apple App Store. See the full publisher portfolio (other apps by the same developer) via the More by developer block on the product page above.
What is Thrifty's BU Score?▴
Thrifty has a BU Score of 69/100 (Solid). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.