Healthy Food Scanner - OnFork
69
Quality Score
Solid
Healthy Food Scanner - OnFork
Medium confidence
✍️ bumetric analysis
“
Healthy Food Scanner - OnFork is an iOS app from AIBY in the Health & Fitness category, currently rated 4.7★ across 2,151 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 69: 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
$85K
↳ What it cost to build · not monthly revenue
Likely range $65K – $115K
$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 (80 MB) | +$11K |
| ⚙ Health & Fitness complexity ×1.40 | +$24K |
Total estimate
$85K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$150K
↳ What it would sell for · not monthly revenue
Marketplace range $125K – $200K · 19× MRR multiple
💸
~1.8× 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 ≥ 4.7 (premium) | +15% |
| 🏷 Health & Fitness category multiple | +10% |
Final multiple
19× MRR
👥 Estimated audience size
150K
Lifetime downloads (US-equivalent)
Monthly active
33K
Daily active
11K
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
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 · 53/100MID TIERunderperforming peersGrowth Velocity
5.0
Founder Strength
6.8
Product Quality
8.5
Revenue Strength
3.7
Monetization Maturity
1.0
Defensibility
5.3
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $3K - $7K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.72★ across 2,151 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 ($21K/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 (4.7★)METRIC | +$2,200 | |
| Low install base (2,151 ratings)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| 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 · v2.11
Hello there!
In this release, enjoy an even more powerful product scanner! Check nutrition scores for an even wider range of food products, faster and more accurately.
Update now and take another step toward better, healthier eating.
In this release, enjoy an even more powerful product scanner! Check nutrition scores for an even wider range of food products, faster and more accurately.
Update now and take another step toward better, healthier eating.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Healthy Food Scanner - OnFork
- Developer
- AIBY
- Bundle ID
- com.aiby.NutritionAssistant
- App Store URL
- Open in App Store
- Category
- Health & Fitness
- Content rating
- 4+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Empowering people with technology
- Description
- Based in Florida, AIBY is a co-founding company that builds global tech businesses that specialize in mobile-first products.
- 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
- $8.2K/mo
- Top-grossing rank
- Outside top 100 in US Health & Fitness
- All-time revenue
- Not found
- Pricing
- Not found
Founder
- Name
- Not found
- X / Twitter
- twitter.com/aibygroup
- linkedin.com/company/aibygroup
- GitHub
- Not found
- X followers
- Not found
- Public statements
- Not found
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/aibygroup · instagram instagram.com/aibygroup · linkedin linkedin.com/company/aibygroup · medium medium.com/aibygroup · twitter twitter.com/aibygroup
- Not found
- Phone
- Not found
- Contact page
- Not found
- About page
- aiby.com/company-details
📈Ratings growth2,243 ratings+924% lifetimeShow 3-year history estimate ▾
Tracked (46 weeks) Pre-tracking estimate (16 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
OnFork is your smart nutrition partner on the go.
What makes it so helpful? Just scan food for health information—a food item, barcode, or even an entire meal—to see if it contains allergens or dangerous additives, its sugar and saturated fat content, calorie count, macro ratio, and all other essential details for mindful nutrition. No need to search or second-guess—it’s that simple! Shop for groceries, dine out, cook at home, all while taking care of your health with the power of our smart food scanner.
Why choose OnFork and what’s in it for you?… View full description on the official store →
What makes it so helpful? Just scan food for health information—a food item, barcode, or even an entire meal—to see if it contains allergens or dangerous additives, its sugar and saturated fat content, calorie count, macro ratio, and all other essential details for mindful nutrition. No need to search or second-guess—it’s that simple! Shop for groceries, dine out, cook at home, all while taking care of your health with the power of our smart food scanner.
Why choose OnFork and what’s in it for you?… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 80 MB🔞 4+📱 iOS 18.0+🔖 v2.11🔄 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 ↑ 3.05 → 4.72 (improved 1.67★)
2026-05
📈
Crossed 50 ratings — social-proof flywheel kicking in
2026-03
⭐
Rating ↑ 3.05 → 4.50 (improved 1.45★)
2026-03
📈
Crossed 50 ratings — social-proof flywheel kicking in
2025-04
📈
Crossed 10 ratings — social-proof flywheel kicking in
2025-04
⭐
Rating ↓ 3.83 → 3.43 (dropped 0.40★)
2025-04
⭐
Rating ↓ 4.20 → 3.83 (dropped 0.37★)
2025-04
⭐
Rating ↓ 5.00 → 4.20 (dropped 0.80★)
2025-02
🚀
First tracked snapshot — initial data captured
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.48245★ | 114 | 4.48245★ this version |
| 🇧🇷 BR | 4.68★ | 25 | 4.68★ this version |
| 🇨🇦 CA | 4.5★ | 58 | 4.5★ this version |
| 🇩🇪 DE | 3.6★ | 5 | 3.6★ this version |
| 🇫🇷 FR | 4.14286★ | 7 | 4.14286★ this version |
| 🇬🇧 GB | 4.5★ | 90 | 4.5★ this version |
| 🇮🇳 IN | 2★ | 1 | 2★ this version |
| 🇯🇵 JP | 5★ | 1 | 5★ this version |
| 🇺🇸 US | 4.72423★ | 2,241 | 4.72423★ this version |
🔔
Track this app’s revenue
FREEGet an email when revenue moves by your threshold. No spam, unsubscribe in one click.
📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Healthy Food Scanner - OnFork: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by AIBY
View all →📦 Portfolio summaryINDIE studio
12apps·$21K/mocombined
✓ Diversified — top app contributes 38%; risk spread across portfolio
About this analysis
Why medium confidence: 2,151 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Healthy Food Scanner - OnFork make per month?▴
Based on our ML-calibrated revenue forecast, Healthy Food Scanner - OnFork earns approximately $8.2K/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 Healthy Food Scanner - OnFork?▴
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 Healthy Food Scanner - OnFork?▴
Healthy Food Scanner - OnFork is published by AIBY 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 Healthy Food Scanner - OnFork's BU Score?▴
Healthy Food Scanner - OnFork has a BU Score of 69/100 (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.