83
Quality Score
Excellent
Starbucks
✍️ bumetric analysis
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Starbucks is an iOS app from Starbucks Coffee Company in the Utilities category, currently rated 4.9★ across 7,927,031 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 83: Excellent (strong product-market fit). For a Utilities app, that means strong product-market fit. 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
$600K/mo
In 12 months
$635K – $978K
In 24 months
$759K – $1410K
BIG tierFREE
💡 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
🤖Also on Android
$5.9K/mo · 1.5M ratings · 4.8★
View →
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$600K/mo · ML-estimated from 234 triggers
Growth rate
+2.5% MoM · BIG tier baseline (compound monthly)
6 months
$591K – $800K
12 months
$635K – $978K
24 months
$759K – $1.4M
Compound growth at +2.5% MoM (tier baseline for BIG). Range widens with horizon — typical noise band ±15% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Concerning · 53/100BIG TIERFREE (NO MONETIZATION)below benchmarksGrowth Velocity
5.0
Founder Strength
6.8
Product Quality
8.3
Revenue Strength
5.8
Monetization Maturity
0.5
Defensibility
7.5
Market Position
0.6
Operational Safety
7.9
- 💰 Revenue: Healthy — $240K - $1320K/mo · BIG tier · medium-low confidence, trajectory unclear.
- ⭐ Quality: 4.89★ across 7,927,031 reviews — strong (top 10%).
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: dev shipping weekly.
- ⚠️ Risk: Moderate — rating drift -0.35 ★ (recent 50 vs lifetime).
🎯 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 = $10.8M-$19.2M.
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.
🗣
Voice of Customer
Based on 550 reviews across 2 markets● 81% positive · ● 8% neutral · ● 12% negative · Rating drift: -0.35★ (declining — recent 50: 4.54★ vs lifetime: 4.89★)
Sentiment by country (−1 to +1)
🇺🇸 US
+0.56
🇨🇦 CA
+0.49
Top praise themes
easy order ×13 order ahead ×12 customer service ×11 rewards program ×7 easy easy ×6 makes easy ×6 fast service ×5 easy peasy ×5
Top complaint themes
gift card ×12 summer berry ×10 doesn work ×6 order ahead ×4 bring summer ×4 cancel order ×4 summer skies ×4 online order ×4
Risk signals
Refund mentions: 0.9%
🌍
Multi-Country Performance
Available in 2 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇨🇦 CA | 4.84598★ | 529,536 | 4.84598★ this version |
| 🇺🇸 US | 4.88548★ | 7,927,031 | 4.88548★ this version |
🔔
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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 4 of 4 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| High install base (7,927,031 ratings)METRIC | +$12,000 | |
| Excellent rating (4.9★)METRIC | +$2,200 | |
| Mature app (16y old)METRIC | +$1,500 | |
| Ad-supported / freemiumMETRIC | +$600 |
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.
App Specs
🔐 Own this app? Claim & verify MRR →💾 200 MB🔞 4+📱 iOS 17.5+🔖 v6.122🔄 updated 3d ago🌐 EN, FR📂 Utilities💰 Free🚀 Launched 2009 (16y old)
📝 About this app
Ordering ahead is just a download away. Get the Starbucks® app for an easier way to enjoy your favorites and discover Rewards in every sip as a member.
ORDER SEAMLESSLY
• Order in the app when you’re on your way
• Customize and create your perfect drink
• Save your favorite stores
• View past orders & save custom drinks
• Save payment methods and scan to pay in stores
• Tip your barista for your delicious drink
JOIN STARBUCKS® REWARDS
• Earn Stars to use on free food & drinks
• Start at Green status & level up to Gold or Reserve for exclusive benefits… View full description on the official store →
ORDER SEAMLESSLY
• Order in the app when you’re on your way
• Customize and create your perfect drink
• Save your favorite stores
• View past orders & save custom drinks
• Save payment methods and scan to pay in stores
• Tip your barista for your delicious drink
JOIN STARBUCKS® REWARDS
• Earn Stars to use on free food & drinks
• Start at Green status & level up to Gold or Reserve for exclusive benefits… View full description on the official store →
🆕 What's New · v6.122
We made some changes to make things run smoothly.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Starbucks
- Developer
- Starbucks Coffee Company
- Bundle ID
- com.starbucks.mystarbucks
- App Store URL
- Open in App Store
- Category
- Utilities
- Content rating
- 4+
- Languages
- EN, FR
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
- OG image
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $18/mo
- Top-grossing rank
- Outside top 100 in US Utilities
- 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 Reviews49 latest · avg 4.51★ · 71.4% 5★ · 6.1% 1★
5★35 (71%)
4★10 (20%)
3★1 (2%)
2★0 (0%)
1★3 (6%)
+0 ratings/week
Praise: love ×16 great ×7 best ×5 awesome ×3 favorite ×1
Top positive
★★★★★ Happy review
I love this app but t saves me so much time for me…
★★★★★ Amazing
I absolutely love Starbucks. All of their drinks help me get through the day, and if I receive Starbucks my mood instantly improves. The app makes ordering, shopping, and just simply browsing easier. The point system is also great because i…
Top negative
★☆☆☆☆ Offer not redeemable on the app!
So much of frustration. $3 drink offer for two days or so often appears in the “inbox”on the app but most of time not it is not redeemable. Click the button - the coupon never appears to use :(…
★☆☆☆☆ horrible
maybe I’m the only one
But the reason I order on my mobile is because I’m usually driving to work
This thing is useless
It takes me nine clicks to order a cup of coffee
and God help you if you have more than one store as a favorite be…
📈Ratings growth7,927,031 ratings+18% lifetimeShow 3-year history estimate ▾
Tracked (2 weeks) Pre-tracking estimate (35 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.
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✓ Diversified — top app contributes 29%; risk spread across portfolio
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Full revenue analysis
Read the article-style breakdown for Starbucks: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.