Shortbread: Romance Series
71
Quality Score
Strong
Shortbread: Romance Series
Medium confidence
✍️ bumetric analysis
“
Shortbread: Romance Series is an iOS app from Kurukuru Inc in the Food & Drink category, currently rated 4.7★ across 4,648 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 71: Strong (healthy traction). For a Food & Drink app, that means healthy traction. 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
$12.0K
per month
→
12-mo forecast
$12.4K – $25.9K
per month
→
24-mo forecast
$15.3K – $46.0K
per month
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
Loading…
Rating
—
Reviews
—
Forecast Revenue / mo
—
Snapshots tracked
0
since first record
ONE-TIME · BUILD
💰 Estimated build cost
$100K
↳ What it cost to build · not monthly revenue
Likely range $75K – $135K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~3.2y 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 (151 MB) | +$40K |
| ⚙ Food & Drink complexity ×1.10 | +$9K |
Total estimate
$100K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$45K
↳ What it would sell for · not monthly revenue
Marketplace range $35K – $50K · 17× MRR multiple
💸
~0.5× 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 |
| ⭐ ★ rating ≥ 4.7 (premium) | +15% |
Final multiple
17× MRR
👥 Estimated audience size
460K
Lifetime downloads (US-equivalent)
Monthly active
64K
Daily active
12K
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
| 📲 Food & Drink engagement | ~100 installs / rating |
| 🔁 Food & Drink D30 retention | 14% |
| 📍 DAU / MAU stickiness | 0.20 |
DAU / MAU
20% sticky
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$12.0K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
Direction
Headwinds: low defensibility moat
6 months
$11.3K – $18.9K
12 months
$12.4K – $25.9K
24 months
$15.3K – $46.0K
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 · 47/100MID TIERunderperforming peersGrowth Velocity
5.0
Founder Strength
4.4
Product Quality
8.5
Revenue Strength
4.1
Monetization Maturity
1.0
Defensibility
2.5
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $8K - $17K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.73★ across 4,648 reviews — strong (top 10%).
- 📍 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 = $215K-$382K.
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 9 of 9 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Paid app ($0.00)METRIC | +$2,800 | |
| Excellent rating (4.7★)METRIC | +$2,200 | |
| bugsREVIEW | −$1,800 | |
| 5 starREVIEW | +$1,800 | |
| Low install base (4,648 ratings)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| too expensiveREVIEW | −$1,000 | |
| Single-language (English only)METRIC | −$400 | |
| Growing app (2y 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 · v1.3.71
We improved the app experience. Added more spicy content and free rewards.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Shortbread: Romance Series
- Developer
- Kurukuru Inc
- Bundle ID
- com.kurukuru.shortbread
- App Store URL
- Open in App Store
- Category
- Food & Drink
- Content rating
- 17+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Shortbread | Read Spicy Romance Comics
- Description
- Read spicy romantic comics. Fully illustrated spicy graphic novels. Created by USA Today Bestselling authors, Kindle bestselling authors.
- 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
- $2.6K/mo
- Top-grossing rank
- 🇮🇳#99 /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
- Socials
- linkedin linkedin.com/company/shortbreadai
- Not found
- Phone
- Not found
- Contact page
- Not found
- About page
- shortbread.ai/about
📈Ratings growth4,666 ratings+3053% lifetimeShow 3-year history estimate ▾
Tracked (44 weeks) Pre-tracking estimate (23 weeks) · model-based, ±5% noise · anchored to release date and current value
🗺️Geographic Distribution1 of 9 markets
🇮🇳
IN
Top-grossing rank: #99 / 100
Other markets
Outside top 100
in US, GB, DE, FR, JP, CA, AU, BR, IN
in US, GB, DE, FR, JP, CA, AU, BR, IN
This app currently ranks in only one of the 9 markets we monitor. Niche or regional apps often launch this way before global rollout. Rankings update daily.
📊Category Rank Trajectory#99 now · best #91 · 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
Shortbread is the app for spicy romance visual series.
With premium episodes you can watch, we bring spicy romance books to life in cinematic images.
Featuring the hottest tropes from Kindle & BookTok: Mafia, dark romance, werewolf & paranormal, billionaire & royal, taboo romance, and much more.
Original stories written by bestselling authors from Kindle, USA Today Bestselling Authors, Amazon, Netflix.
- Each story is a gem — polished by bestselling authors.
- Stunning and immersive visuals bring your favorite characters to life.… View full description on the official store →
With premium episodes you can watch, we bring spicy romance books to life in cinematic images.
Featuring the hottest tropes from Kindle & BookTok: Mafia, dark romance, werewolf & paranormal, billionaire & royal, taboo romance, and much more.
Original stories written by bestselling authors from Kindle, USA Today Bestselling Authors, Amazon, Netflix.
- Each story is a gem — polished by bestselling authors.
- Stunning and immersive visuals bring your favorite characters to life.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 151 MB🔞 17+📱 iOS 15.0+🔖 v1.3.71🔄 updated 0d ago🌐 EN📂 Food & Drink💰 Paid
📅
What Worked™ · Development Pipeline
8 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
📈
Crossed 1,000 ratings — social-proof flywheel kicking in
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
2025-06
📈
Crossed 100 ratings — social-proof flywheel kicking in
2025-05
📈
Crossed 50 ratings — social-proof flywheel kicking in
2025-04
📈
Crossed 10 ratings — social-proof flywheel kicking in
2025-04
🚀
First tracked snapshot — initial data captured
2025-04
⭐
Rating ↑ 4.00 → 4.50 (improved 0.50★)
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4★ | 7 | 4★ this version |
| 🇧🇷 BR | 4.5★ | 2 | 4.5★ this version |
| 🇨🇦 CA | 4.42856★ | 35 | 4.42856★ this version |
| 🇩🇪 DE | 4.48★ | 25 | 4.48★ this version |
| 🇫🇷 FR | 4.64286★ | 28 | 4.64286★ this version |
| 🇬🇧 GB | 4.47727★ | 44 | 4.47727★ this version |
| 🇮🇳 IN | 4.69231★ | 13 | 4.69231★ this version |
| 🇯🇵 JP | 3.33333★ | 3 | 3.33333★ this version |
| 🇺🇸 US | 4.73162★ | 4,665 | 4.73162★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Shortbread: Romance Series: 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: 4,648 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Shortbread make per month?▴
Based on our ML-calibrated revenue forecast, Shortbread earns approximately $2.6K/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 Shortbread?▴
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 Shortbread?▴
Shortbread is published by Kurukuru Inc 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 Shortbread's BU Score?▴
Shortbread has a BU Score of 71/100 (Strong). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.