64
Quality Score
Solid
Frosty Ice Cream! Icy dessert
✍️ bumetric analysis
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Frosty Ice Cream! Icy dessert is an Android app from Maker Labs Inc in the Casual category, currently rated 3.9★ across 9,287 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 64: Solid (established niche player). For a Casual 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.
💰 Revenue · today and ahead
Today
$5.0K/mo
In 12 months
$5.2K – $10.8K
In 24 months
$6.4K – $19.2K
MID 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
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Rating
—
Reviews
—
Forecast Revenue / mo
—
Snapshots tracked
0
since first record
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$5.0K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
6 months
$4.7K – $7.9K
12 months
$5.2K – $10.8K
24 months
$6.4K – $19.2K
Compound growth at +4.0% MoM (tier baseline for MID). Range widens with horizon — typical noise band ±25% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Below median · 44/100MID TIERunderperforming peersRevenue Strength
3.7
Product Quality
7.0
Market Position
0.0
Growth Velocity
5.0
Defensibility
5.0
Operational Safety
7.0
Founder Strength
6.8
Monetization Maturity
1.0
- 💰 Revenue: Modest — $3K - $7K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 3.87★ across 9,287 reviews — solid.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: ⚠ last update 2666d ago — possibly dormant.
- ⚠️ Risk: Moderate — dormant (2666d since update).
🎯 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 = $90K-$160K. Portfolio play ($17K/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.
📈 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.
App Specs
🔐 Own this app? Claim & verify MRR →🔖 v1.1🔄 updated 7y ago📂 Casual💰 Free
📝 About this app
Who doesn’t love ICE CREAM? That cold… sugary taste on your tongue… Aren’t you the biggest fan of ice cream EVER?! Well, devoted ice cream fan, you can now become even more devoted with this new app!
What do you get when you mix SUGAR + ICE + MILK ? ICE CREAM!
I Scream, You Scream, We all Scream for ICE CREAM!
Make your favorite flavored ice cream!
> Strawberry
> Chocolate
> Vanilla
> Rocky Road!
> Cookie Dough!
Super Yummy! Super Delicious!
PLAY it FREE!… View full description on the official store →
What do you get when you mix SUGAR + ICE + MILK ? ICE CREAM!
I Scream, You Scream, We all Scream for ICE CREAM!
Make your favorite flavored ice cream!
> Strawberry
> Chocolate
> Vanilla
> Rocky Road!
> Cookie Dough!
Super Yummy! Super Delicious!
PLAY it FREE!… View full description on the official store →
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Frosty Ice Cream! Icy dessert
- Developer
- Maker Labs Inc
- Bundle ID
- net.makerlabs.android_kidsicecreammaker
- App Store URL
- Open in App Store
- Category
- Casual
- Content rating
- Not found
- Languages
- Not found
Company
- Website
- Not found
- Tagline
- Not found
- Description
- Not found
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Not found
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $1.0K/mo
- Top-grossing rank
- Not found
- 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.
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.
More by Maker Labs Inc
View all →📦 Portfolio summaryINDIE studio
24apps·$17K/mocombined
✓ Diversified — top app contributes 10%; risk spread across portfolio
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Full revenue analysis
Read the article-style breakdown for Frosty Ice Cream! Icy dessert: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.