The Calorie Scanner AI - Jumo
63
Quality Score
Solid
The Calorie Scanner AI - Jumo
Medium confidence
✍️ bumetric analysis
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The Calorie Scanner AI - Jumo is an iOS app from Cacao Mobile in the Health & Fitness category, currently rated 4.6★ across 2,320 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 63: Solid (established niche player). For a Health & Fitness 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
$5.0K
per month
→
12-mo forecast
$5.2K – $10.8K
per month
→
24-mo forecast
$6.4K – $19.2K
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
$70K
↳ What it cost to build · not monthly revenue
Likely range $50K – $95K
$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 |
| 📦 Asset bundle (52 MB) | +$988 |
| ⚙ Health & Fitness complexity ×1.40 | +$20K |
Total estimate
$70K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$10K
↳ What it would sell for · not monthly revenue
Marketplace range $5K – $10K · 18× MRR multiple
💸
~0.1× 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 ≥ 4.4 (solid) | +8% |
| 🏷 Health & Fitness category multiple | +10% |
Final multiple
18× MRR
👥 Estimated audience size
160K
Lifetime downloads (US-equivalent)
Monthly active
35K
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
| 📲 Health & Fitness engagement | ~70 installs / rating |
| 🔁 Health & Fitness D30 retention | 22% |
| 📍 DAU / MAU stickiness | 0.35 |
DAU / MAU
34% sticky
🔬
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 · 50/100MID TIERunderperforming peersGrowth Velocity
5.0
Founder Strength
6.2
Product Quality
8.3
Revenue Strength
3.7
Monetization Maturity
1.0
Defensibility
3.7
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $3K - $7K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.6★ across 2,320 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 = $90K-$160K. Portfolio play ($28K/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.
🔬Forecast Breakdown — Why This Estimate?Top 6 of 6 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Excellent rating (4.6★)METRIC | +$2,200 | |
| bugsREVIEW | −$1,800 | |
| Low install base (2,320 ratings)METRIC | +$1,500 | |
| Multilingual (10 languages)METRIC | +$1,500 | |
| New app (9 months old)METRIC | −$700 | |
| 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.
🆕 What's New · v1.14.3
Food database updated
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- The Calorie Scanner AI - Jumo
- Developer
- Cacao Mobile
- Bundle ID
- ai.calory.tracker.counter.diet
- App Store URL
- Open in App Store
- Category
- Health & Fitness
- Content rating
- 4+
- Languages
- EN, FR, DE, ID, MS, PT, RU, ES, TR, VI
Company
- Website
- Not found
- Tagline
- AI Calorie Counter
- Description
- AI Calorie Scanner – Instantly track calories, macros, and water intake with your camera. The fastest way to eat smarter and reach your health goals.
- 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
- $537/mo
- Top-grossing rank
- Outside top 100 in US Health & Fitness
- 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 growth2,749 ratings+953% lifetimeShow 3-year history estimate ▾
Tracked (37 weeks) Pre-tracking estimate (7 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.
🚀Version Release Timeline2 releases tracked
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
AI Calorie Scanner is the easiest way to track your nutrition and stay in control of your health. Forget about typing meals manually—just take a photo of your food, and our advanced AI will instantly recognize ingredients, estimate calories, and provide a full nutritional breakdown.
With AI Calorie Scanner, you’ll get accurate insights into your daily intake of calories, proteins, fats, and carbohydrates, helping you make smarter food choices.… View full description on the official store →
With AI Calorie Scanner, you’ll get accurate insights into your daily intake of calories, proteins, fats, and carbohydrates, helping you make smarter food choices.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 52 MB🔞 4+📱 iOS 17.0+🔖 v1.14.3🔄 updated 0d ago🌐 EN, FR, DE, ID, MS +5📂 Health & Fitness💰 Free
📅
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
⭐
Rating ↑ 2.10 → 4.60 (improved 2.50★)
2026-05
📈
Crossed 50 ratings — social-proof flywheel kicking in
2026-03
⭐
Rating ↓ 4.50 → 2.13 (dropped 2.37★)
2026-03
⭐
Rating ↑ 2.08 → 4.50 (improved 2.42★)
2026-03
📈
Crossed 50 ratings — social-proof flywheel kicking in
2026-01
📈
Crossed 10 ratings — social-proof flywheel kicking in
2026-01
⭐
Rating ↑ 1.57 → 2.00 (improved 0.43★)
2025-12
⭐
Rating ↓ 3.00 → 2.33 (dropped 0.67★)
2025-11
⭐
Rating ↓ 5.00 → 3.00 (dropped 2.00★)
2025-11
🚀
First tracked snapshot — initial data captured
🔎
ASO Keyword Positions
BEST RANK #39Ranked for 1 App Store search query in our last keyword sweep. Lower position = closer to the top.
calorie food·#39🇺🇸
Last sweep: 2026-05-19 · iTunes Search API
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.45214★ | 303 | 4.45214★ this version |
| 🇧🇷 BR | 4.72848★ | 151 | 4.72848★ this version |
| 🇨🇦 CA | 4.52207★ | 521 | 4.52207★ this version |
| 🇩🇪 DE | 4.50166★ | 301 | 4.50166★ this version |
| 🇫🇷 FR | 4.5197★ | 533 | 4.5197★ this version |
| 🇬🇧 GB | 4.50446★ | 672 | 4.50446★ this version |
| 🇮🇳 IN | 4.57885★ | 1,154 | 4.57885★ this version |
| 🇯🇵 JP | 4.54167★ | 24 | 4.54167★ this version |
| 🇺🇸 US | 4.60203★ | 2,749 | 4.60203★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for The Calorie Scanner AI - Jumo: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by Cacao Mobile
View all →📦 Portfolio summaryINDIE studio
3apps·$28K/mocombined
Lead-app heavy — top app contributes 75%
About this analysis
Why medium confidence: 2,320 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does The Calorie Scanner AI - Jumo make per month?▴
Based on our ML-calibrated revenue forecast, The Calorie Scanner AI - Jumo earns approximately $537/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 The Calorie Scanner AI - Jumo?▴
Browse the full Health & Fitness 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 The Calorie Scanner AI - Jumo?▴
The Calorie Scanner AI - Jumo is published by Cacao Mobile 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 The Calorie Scanner AI - Jumo's BU Score?▴
The Calorie Scanner AI - Jumo has a BU Score of 63/100 (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.