ThriftLens: AI Thrift Profit
60
Quality Score
Solid
ThriftLens: AI Thrift Profit
by Zirconia Labs LLC
Medium confidence
✍️ Bumetric analysis
“
ThriftLens: AI Thrift Profit is an iOS app from Zirconia Labs LLC in the Shopping category, currently rated 4.5★ across 101 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 60: 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
$3.4K
per month
→
12-mo forecast
$2.9K – $10.6K
per month
→
24-mo forecast
$2.7K – $24.5K
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
45 snapshots on record
Rating
4.5
Reviews
101 reviews
Forecast Revenue / mo
$3.4K
Snapshots tracked
45
since Oct 2025
ONE-TIME · BUILD
💰 Estimated build cost
$70K
↳ What it cost to build · not monthly revenue
Likely range $50K – $95K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~1.8y 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 |
| ⚙ Shopping complexity ×1.30 | +$15K |
| ⚙ 1.1y maintenance × ~1-person team | +$6K |
Total estimate
$70K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$50K
↳ What it would sell for · not monthly revenue
Marketplace range $40K – $75K · 16× MRR multiple
💸
~0.7× build cost (under-water)
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 |
| 📅 1.1y proven track record | +5% |
| ⭐ ★ rating ≥ 4.4 (solid) | +8% |
| 🏷 Shopping category multiple | +2% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
16× MRR
👥 Estimated audience size
9.5K
Lifetime downloads (US-equivalent)
Monthly active
1.1K
Daily active
190
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 |
| 📅 1.1y of rating accumulation | -5% |
| 🔁 Shopping D30 retention | 12% |
| 📍 DAU / MAU stickiness | 0.18 |
DAU / MAU
17% sticky
🛠 Estimated tech stack
🍎
Native iOS (SwiftUI)
Medium confidence · 70%
Also possible
Flutter
Heuristic guess from app bundle size, category, store description signals, and release-date stack era. Bumetric does not disassemble binaries — for binary-level certainty you would need an SDK intelligence tool or the manifest itself. Reasoning chain on the right. Full ruleset on /methodology.
Signals we read
| 📦 App bundle size | 41 MB |
| 🏷 Category context | Shopping |
| 📦 Small-mid iOS bundle | → Native SwiftUI (post-2020 era) |
💀 Maintenance status
At risk
50%
Last shipped 2026-03-18 · 237 days ago
0 · Active
50 · At risk
100 · Abandoned
Heuristic risk score from time-since-last-update + ratings velocity proxy + Editor's Choice / curated featuring signals. Calibrated against 2024-2025 app-store ranking decay reports. Not a guarantee — a quiet app with a healthy codebase looks the same as an abandoned one until something breaks. Full math on /methodology.
Risk signals
| 📅 7 months since last update | Concerning gap |
Verdict
At risk
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$3.4K/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
Direction
Headwinds: low defensibility moat
6 months
$2.9K – $6.7K
12 months
$2.9K – $10.6K
24 months
$2.7K – $24.5K
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 · 40/100INDIE TIERexpected for tierGrowth Velocity
5.0
Founder Strength
3.0
Product Quality
6.3
Revenue Strength
3.5
Monetization Maturity
1.0
Defensibility
2.3
Market Position
2.0
Operational Safety
9.0
- 💰 Revenue: Modest — $1K - $8K/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.53★ across 101 reviews — solid.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: last update 233d ago — slow cadence.
- ⚠️ 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 = $60K-$107K.
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 8 of 8 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| subscriptionREVIEW | +$2,500 | |
| Excellent rating (4.5★)METRIC | +$2,200 | |
| cancelledREVIEW | −$1,500 | |
| slowREVIEW | −$1,200 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Early-stage install base (101 ratings)METRIC | +$400 | |
| Single-language (English only)METRIC | −$400 | |
| Growing app (1y old)METRIC | +$200 |
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 · v1.1.4
Critical Paywall Bug Fix
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- ThriftLens: AI Thrift Profit
- Developer
- Zirconia Labs LLC
- Bundle ID
- app.thriftlens.ios
- 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
- Reported revenue signal / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- Model estimate / mo
- $3.4K/mo
- Top-grossing rank
- 🇫🇷#38 /100 🇨🇦#56 /100 🇺🇸#65 /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 growth167 ratings+16600% lifetimeShow 3-year history estimate ▾
Tracked (45 weeks) Pre-tracking estimate (0 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Top Countries — Grossing Rank3 countries
🇫🇷FR#38 /100
🇨🇦CA#56 /100
🇺🇸US#65 /100
📊Category Rank Trajectory#38 now · best #38 · worst #43
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
HOW TO USE THRIFTAI:
After onboarding, use your camera to scan any item you’re interested in reselling.
Our AI instantly analyzes the image and provides a detailed report on brand recognition, resale value, and profit potential.
View your results in your personal dashboard, where all your scans are automatically stored and organized for easy tracking.
Stay ahead by regularly scanning new finds to discover trends, monitor value shifts, and make smarter thrifting decisions.
ThriftAI is your intelligent resale assistant—helping you identify, price, and profit with confidence.… View full description on the official store →
After onboarding, use your camera to scan any item you’re interested in reselling.
Our AI instantly analyzes the image and provides a detailed report on brand recognition, resale value, and profit potential.
View your results in your personal dashboard, where all your scans are automatically stored and organized for easy tracking.
Stay ahead by regularly scanning new finds to discover trends, monitor value shifts, and make smarter thrifting decisions.
ThriftAI is your intelligent resale assistant—helping you identify, price, and profit with confidence.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 41 MB🔞 4+📱 iOS 15.0+🔖 v1.1.4🔄 updated 7mo ago🌐 EN📂 Shopping💰 Free🚀 Launched 2025 (1y old)
📅
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 →
2026-05
🔄
Monetization changed: paid → free
→ 30 days after: reviews +15 high confidence
2026-05
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +15 high confidence
2026-05
⭐
Rating ↓ 5.00 → 4.53 (dropped 0.47★)
→ 30 days after: reviews +15 high confidence
2026-03
⭐
Rating ↑ 2.14 → 5.00 (improved 2.86★)
2026-03
📈
Crossed 10 ratings — social-proof flywheel kicking in
2025-11
⭐
Rating ↑ 2.00 → 2.60 (improved 0.60★)
→ 30 days after: rating +0.14★ high confidence
2025-11
⭐
Rating ↓ 2.33 → 2.00 (dropped 0.33★)
2025-11
⭐
Rating ↓ 3.00 → 2.33 (dropped 0.67★)
→ 30 days after: rating −0.67★ high confidence
2025-10
⭐
Rating ↓ 5.00 → 3.00 (dropped 2.00★)
→ 30 days after: rating −2.40★ high confidence
2025-10
🚀
First tracked snapshot — initial data captured
→ 30 days after: rating −3.00★ high confidence
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.42856★ | 7 | 4.42856★ this version |
| 🇧🇷 BR | 5★ | 1 | 5★ this version |
| 🇨🇦 CA | 4.875★ | 8 | 4.875★ this version |
| 🇩🇪 DE | 4.11111★ | 9 | 4.11111★ this version |
| 🇫🇷 FR | 4.8★ | 5 | 4.8★ this version |
| 🇬🇧 GB | 4.125★ | 8 | 4.125★ this version |
| 🇮🇳 IN | 0★ | 0 | — |
| 🇯🇵 JP | 3★ | 1 | 3★ this version |
| 🇺🇸 US | 4.59574★ | 188 | 4.59574★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for ThriftLens: AI Thrift Profit: 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: 101 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
10 answers · auto-generated from this app's public dataHow much does ThriftLens make per month?▴
Based on our ML-calibrated revenue forecast, ThriftLens earns approximately $3.4K/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.
Is ThriftLens profitable?▴
With estimated build cost $70K and monthly revenue $3.4K, ThriftLens looks break-even-grade — payback period sits around 1.8 years. Profitability also depends on paid-acquisition spend and refund rate which the public model doesn't see.
How many users does ThriftLens have?▴
Estimated audience: ~9K lifetime downloads, ~1K monthly active users, and ~190 daily active users. Derived from ratings count × category installs-per-rating × age decay. US-storefront-equivalent — global audience can be 5-10× larger for internationally-distributed apps.
What apps are like ThriftLens?▴
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.
What is ThriftLens built with?▴
Our heuristic places ThriftLens on the Native iOS (SwiftUI) stack (Medium confidence, 70%). Signals: app bundle size, category context, store-description markers, release-date era. We don't disassemble binaries. Alternative possibilities: Flutter.
Is ThriftLens still actively maintained?▴
Maintenance status: At risk (50% abandonment risk). Last shipped version was 7 months ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
How much would ThriftLens sell for?▴
Estimated acquisition value: $50K (marketplace range $40K – $75K). Calculated as 16× monthly revenue using the standard multiple for the detected monetization model + adjustments for age, rating quality and category demand. Calibrated against 2024-2026 Flippa / Acquire.com / MicroAcquire closed-deal medians.
When was ThriftLens last updated?▴
ThriftLens last shipped a new version on 2026-03-18 — 7 months ago. This is the date Apple / Google last accepted a new build, not a content-only push.
Who makes ThriftLens?▴
ThriftLens is published by Zirconia Labs LLC 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 ThriftLens's BU Score?▴
ThriftLens has a BU Score of 60/100 (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.