CountyCat Mobile App
39
Quality Score
Emerging
CountyCat Mobile App
Low confidence
✍️ bumetric analysis
“
CountyCat Mobile App is an iOS app from Milwaukee County Federated Library System in the Food & Drink category, currently rated 3.2★ across 28 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 39: Emerging (early traction worth watching). For a Food & Drink app, that means early traction worth watching. 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
🤖Also on Android
$165/mo · 42 ratings · 3.4★
View →
ONE-TIME · BUILD
💰 Estimated build cost
$55K
↳ What it cost to build · not monthly revenue
Likely range $40K – $75K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Slow ROI — current MRR is well below build cost
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 |
| ⚙ Food & Drink complexity ×1.10 | +$5K |
Total estimate
$55K
🔬
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: rating drift may slow acquisition
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
Pre-traction · 37/100INDIE TIERlimited signalRevenue Strength
2.7
Product Quality
2.6
Market Position
2.0
Growth Velocity
5.0
Defensibility
5.1
Operational Safety
8.0
Founder Strength
3.2
Monetization Maturity
1.0
- 💰 Revenue: Marginal — $200 - $1250/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 3.21★ across 28 reviews — weak — significant quality concerns.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: Insufficient signal to assess trajectory.
- ⚠️ Risk: Moderate — 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.
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 5 of 5 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| bugsREVIEW | −$1,800 | |
| Below-average rating (3.2★)METRIC | −$1,500 | |
| Established app (6y old)METRIC | +$800 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Pre-traction phase (28 ratings)METRIC | −$300 |
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 · v2026.10
Minor fixes and enhancements including:
Improved experience on iOS 26
Resolved an issue where the app would pause background audio when opened for the first time
Improved experience on iOS 26
Resolved an issue where the app would pause background audio when opened for the first time
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- CountyCat Mobile App
- Developer
- Milwaukee County Federated Library System
- Bundle ID
- org.communico.mcflsv1
- App Store URL
- Open in App Store
- Category
- Food & Drink
- Content rating
- 4+
- Languages
- EN, DE
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
- $150/mo
- Top-grossing rank
- Outside top 100 in US Food & Drink
- 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.
⭐Recent App Store Reviews28 latest · avg 2.32★ · 17.9% 5★ · 42.9% 1★
5★5 (18%)
4★2 (7%)
3★2 (7%)
2★7 (25%)
1★12 (43%)
+0 ratings/week
Praise: great ×4 love ×2 amazing ×1 perfect ×1Complaints: bug ×2 terrible ×2 hate ×1
Top positive
★★★★★ Great
Read the reviews and wasn’t sure. Took a risk. It works just fine for me. Scanned my card to login. Super simple. Can search and request holds. All I need 🥰…
★★★★★ I love this app!
Ok, so sometimes it takes me a while to find what I’m looking for but this app basically puts the library at my fingertips.
I can check on my account, renew a book, put others on hold and more. The app links to all sorts of resources includ…
Top negative
★☆☆☆☆ Can’t Reinstall/Couldn’t Log In
The app used to work wonderfully, but a while ago all of a sudden it wouldn’t recognize my log in credentials. Those same credentials work fine on my desktop computer. At the time I spoke with my local branch and they told me that there was…
★☆☆☆☆ Worse than ever!
Doesn’t show reading history. Takes a very long time to populate the loan list. Whoever is creating/maintaining this app is doing a terrible job. Please fix ASAP!!…
📈Ratings growth28 ratings+2700% lifetimeShow 3-year history estimate ▾
Tracked (29 weeks) Pre-tracking estimate (36 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Geographic ReachNot ranked
This app is currently outside the top 100 grossing in all 9 countries we monitor (US, UK, DE, FR, JP, CA, AU, BR, IN). Niche or new apps often launch this way — popularity rankings appear once daily revenue clears the regional threshold.
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
The CountyCat Mobile app has been updated. Use the app to:
Check your library account and renew materials
Search the catalog and place requests
Discover new titles and see library hours and other information
Link to many online resources like Libby, Hoopla and Gale Courses
Check your library account and renew materials
Search the catalog and place requests
Discover new titles and see library hours and other information
Link to many online resources like Libby, Hoopla and Gale Courses
App Specs
🔐 Own this app? Claim & verify MRR →💾 49 MB🔞 4+📱 iOS 15.6+🔖 v2026.10🔄 updated 0d ago🌐 EN, DE📂 Food & Drink💰 Free
📅
What Worked™ · Development Pipeline
5 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 →
2026-03
⭐
Rating ↑ 2.28 → 3.20 (improved 0.92★)
2020-12
📈
Crossed 10 ratings — social-proof flywheel kicking in
2019-12
⭐
Rating ↓ 3.50 → 2.67 (dropped 0.83★)
2019-12
⭐
Rating ↓ 5.00 → 3.50 (dropped 1.50★)
2019-12
🚀
First tracked snapshot — initial data captured
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇺🇸 US | 3.21429★ | 28 | 3.21429★ this version |
| 🇬🇧 GB | 0★ | 0 | — |
| 🇩🇪 DE | 0★ | 0 | — |
| 🇫🇷 FR | 0★ | 0 | — |
| 🇯🇵 JP | 0★ | 0 | — |
| 🇨🇦 CA | 0★ | 0 | — |
| 🇦🇺 AU | 0★ | 0 | — |
| 🇧🇷 BR | 0★ | 0 | — |
| 🇮🇳 IN | 0★ | 0 | — |
🔔
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📝 Description
95
BU Score · Transcendent
More by Milwaukee County Federated Library System
View all →📦 Portfolio summaryINDIE studio
2apps·$165/mocombined
⚠ Concentrated — top app contributes 100% of combined revenue (single-app dependency)
About this analysis
Why low confidence: only 28 ratings · no founder-verified revenue (model estimate only) · revenue figure is directional only.
📌 Final verdict — read this before you trust the numbers above
CountyCat Mobile App is a small / niche iOS app in the food & drink space with weak public traction — only 28 ratings, no founder-verified MRR, and not ranked in any monitored grossing chart. The app appears to be monetised, but public signals are too sparse for a precise revenue estimate.
Bottom line: treat all revenue, audience and acquisition-value numbers on this page as directional only — not founder-verified facts.
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does CountyCat Mobile App make per month?▴
Our model estimates CountyCat Mobile App earns roughly $150/mo, but with only 28 ratings the confidence interval is wide. No founder-verified MRR is available for this app, so this is a model output calibrated against comparable apps in the same category. See methodology for the formula.
What apps are like CountyCat Mobile App?▴
Browse the full Food & Drink 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 CountyCat Mobile App?▴
CountyCat Mobile App is published by Milwaukee County Federated Library System 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 CountyCat Mobile App's BU Score?▴
CountyCat Mobile App has a BU Score of 39/100 (Emerging). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.