TouCal: AI Calorie Counter
67
Quality Score
Solid
TouCal: AI Calorie Counter
Medium confidence
✍️ bumetric analysis
“
TouCal: AI Calorie Counter is an iOS app from Vulcan Labs Company Limited in the Health & Fitness category, currently rated 4.6★ across 157 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 67: 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
$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
ONE-TIME · BUILD
💰 Estimated build cost
$105K
↳ What it cost to build · not monthly revenue
Likely range $80K – $140K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~10 months 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 (107 MB) | +$22K |
| ⚙ Health & Fitness complexity ×1.40 | +$29K |
Total estimate
$105K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$175K
↳ What it would sell for · not monthly revenue
Marketplace range $125K – $225K · 16× MRR multiple
💸
~1.7× build cost (break-even+)
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% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
16× MRR
👥 Estimated audience size
10K
Lifetime downloads (US-equivalent)
Monthly active
2.3K
Daily active
800
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
35% sticky
🔬
How we forecast this revenue
LOW CONFIDENCEBaseline
$500/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
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
Early-stage solo · 45/100INDIE TIERexpected for tierGrowth Velocity
5.0
Founder Strength
5.2
Product Quality
6.5
Revenue Strength
2.7
Monetization Maturity
1.0
Defensibility
3.9
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Marginal — $200 - $1250/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.62★ across 157 reviews — solid.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: dev shipping weekly.
- ⚠️ 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 = $9K-$16K. Portfolio play ($14K/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 | |
| 5 starREVIEW | +$1,800 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Early-stage install base (157 ratings)METRIC | +$400 | |
| Single-language (English only)METRIC | −$400 | |
| Growing app (1y 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 · v2.0.13
This update includes minor improvements and bug fixes to keep things running smoothly.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- TouCal: AI Calorie Counter
- Developer
- Vulcan Labs Company Limited
- Bundle ID
- co.vulcanlabs.aicalorie
- App Store URL
- Open in App Store
- Category
- Health & Fitness
- Content rating
- 4+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Building Bridges Between Humans and Innovative Technology
- Description
- Vulcan Labs is a technology company building cross-platform mobile applications that make people's lives better. Home of Chat Smith AI and a portfolio of 60+ innovative apps with 200M+ downloads.
- 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
- $10.4K/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
- Socials
- facebook facebook.com/vulcanlabs.co · instagram instagram.com/vulcanlabs.co · linkedin linkedin.com/company/vulcan-labs-vietnam · tiktok tiktok.com/@vulcantalent
- Not found
- Phone
- Not found
- Contact page
- vulcanlabs.co/contact
- About page
- vulcanlabs.co/about
📈Ratings growth157 ratings+685% lifetimeShow 3-year history estimate ▾
Tracked (15 weeks) Pre-tracking estimate (19 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 Timeline3 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
Ready to lose weight, track calories, and feel your best?
Meet Tou Calo AI - your smart, all-in-one calorie tracker powered by AI.
Whether your goal is weight loss, fitness, or simply eating better, Tou Calo makes nutrition tracking effortless. Snap, scan, or describe your meals - and let AI handle the rest.
WHY TOU CALO?
Stop guessing. Start tracking smarter.
Tou Calo combines powerful AI with an easy-to-use food diary, helping you stay consistent and hit your goals faster.
KEY FEATURES
*Snap & Calorie Counter with AI
Forget manual logging and endless searching.… View full description on the official store →
Meet Tou Calo AI - your smart, all-in-one calorie tracker powered by AI.
Whether your goal is weight loss, fitness, or simply eating better, Tou Calo makes nutrition tracking effortless. Snap, scan, or describe your meals - and let AI handle the rest.
WHY TOU CALO?
Stop guessing. Start tracking smarter.
Tou Calo combines powerful AI with an easy-to-use food diary, helping you stay consistent and hit your goals faster.
KEY FEATURES
*Snap & Calorie Counter with AI
Forget manual logging and endless searching.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 107 MB🔞 4+📱 iOS 16.0+🔖 v2.0.13🔄 updated 0d ago🌐 EN📂 Health & Fitness💰 Paid
📅
What Worked™ · Development Pipeline
9 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 ↑ 4.10 → 4.62 (improved 0.52★)
2026-05
📈
Crossed 50 ratings — social-proof flywheel kicking in
2026-05
🔄
Monetization changed: freemium → free
2026-03
⭐
Rating ↑ 3.14 → 4.10 (improved 0.96★)
2026-03
📈
Crossed 10 ratings — social-proof flywheel kicking in
2026-02
⭐
Rating ↓ 3.50 → 3.14 (dropped 0.36★)
2026-01
⭐
Rating ↓ 3.00 → 2.67 (dropped 0.33★)
2026-01
⭐
Rating ↓ 5.00 → 3.00 (dropped 2.00★)
2025-11
🚀
First tracked snapshot — initial data captured
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.22222★ | 45 | 4.22222★ this version |
| 🇧🇷 BR | 0★ | 0 | — |
| 🇨🇦 CA | 4.24138★ | 29 | 4.24138★ this version |
| 🇩🇪 DE | 0★ | 0 | — |
| 🇫🇷 FR | 0★ | 0 | — |
| 🇬🇧 GB | 4.27027★ | 37 | 4.27027★ this version |
| 🇮🇳 IN | 3★ | 1 | 3★ this version |
| 🇯🇵 JP | 0★ | 0 | — |
| 🇺🇸 US | 4.61404★ | 171 | 4.61404★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for TouCal: AI Calorie Counter: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by Vulcan Labs Company Limited
View all →📦 Portfolio summaryINDIE studio
2apps·$14K/mocombined
Lead-app heavy — top app contributes 73%
About this analysis
Why medium confidence: 157 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does TouCal make per month?▴
Based on our ML-calibrated revenue forecast, TouCal earns approximately $10K/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 TouCal?▴
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 TouCal?▴
TouCal is published by Vulcan Labs Company Limited 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 TouCal's BU Score?▴
TouCal has a BU Score of 67/100 (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.