Wolfbox Auto
27
Quality Score
Niche
Wolfbox Auto
Low confidence
✍️ bumetric analysis
“
Wolfbox Auto is an iOS app from WOLFBOX TECH, INC. in the Photo & Video category, currently rated 2.0★ across 26 ratings. Initial signal reads as mostly critical sentiment so far: users flag rough edges and unmet expectations.
Quality Score is 27: Niche (micro-niche or pre-traction stage). For a Photo & Video app, that means micro-niche or pre-traction stage. 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
$130
per month
→
12-mo forecast
$65 – $606
per month
→
24-mo forecast
$65 – $1817
per month
MICRO 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
$120K
↳ What it cost to build · not monthly revenue
Likely range $90K – $160K
$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 (121 MB) | +$28K |
| ⚙ Photo & Video complexity ×1.55 | +$43K |
Total estimate
$120K
🔬
How we forecast this revenue
LOW CONFIDENCEBaseline
$130/mo · ML-estimated from 234 triggers
Growth rate
+8.0% MoM · MICRO tier baseline (compound monthly)
Direction
Headwinds: rating drift may slow acquisition, low defensibility moat
6 months
$83 – $331
12 months
$65 – $606
24 months
$65 – $1.8K
Compound growth at +8.0% MoM (tier baseline for MICRO). Range widens with horizon — typical noise band ±60% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Insufficient data · 28/100MICRO TIERtoo early to scoreGrowth Velocity
5.0
Founder Strength
2.9
Product Quality
1.6
Revenue Strength
2.1
Monetization Maturity
1.0
Defensibility
2.1
Market Position
0.0
Operational Safety
8.0
- 💰 Revenue: Marginal — $0 - $500/mo · MICRO tier · indicative confidence, trajectory unclear.
- ⭐ Quality: 2.0★ across 26 reviews — weak — significant quality concerns.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: dev shipping weekly.
- ⚠️ Risk: Moderate — 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 = $2K-$4K.
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 5 of 5 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Below-average rating (2.0★)METRIC | −$1,500 | |
| Multilingual (15 languages)METRIC | +$1,500 | |
| New app (7 months old)METRIC | −$700 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Pre-traction phase (26 ratings)METRIC | −$300 |
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 · v1.7.0
Added support for new devices
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Wolfbox Auto
- Developer
- WOLFBOX TECH, INC.
- Bundle ID
- Not found
- App Store URL
- Open in App Store
- Category
- Photo & Video
- Content rating
- 4+
- Languages
- AR, EN, FR, DE, IT, JA, KO, PL, PT, RU, ZH, ES, TH, ZH, TR
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
- Available
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $86/mo
- Top-grossing rank
- Not found
- 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 growth51 ratings+920% lifetimeShow 3-year history estimate ▾
Tracked (24 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.
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
WOLFBOX · Engineered for Smarter Driving
We’re a tech-driven brand, redefining car dash cams with fresh ideas and relentless innovation.
Where cutting-edge meets affordability—because safety and seamless experience should never be a compromise.
· Born to Innovate: We obsess over every detail, turning tech into intuitive solutions that just work.
· Powered by You: Your feedback fuels our upgrades; your needs shape our next breakthrough.
· Young at Core: Bold designs, smarter features—making every drive safer, smoother, and effortlessly cool.
WOLFBOX · Visible Safety. Unexpected Delight.… View full description on the official store →
We’re a tech-driven brand, redefining car dash cams with fresh ideas and relentless innovation.
Where cutting-edge meets affordability—because safety and seamless experience should never be a compromise.
· Born to Innovate: We obsess over every detail, turning tech into intuitive solutions that just work.
· Powered by You: Your feedback fuels our upgrades; your needs shape our next breakthrough.
· Young at Core: Bold designs, smarter features—making every drive safer, smoother, and effortlessly cool.
WOLFBOX · Visible Safety. Unexpected Delight.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 121 MB🔞 4+📱 iOS 13.0+🔖 v1.7.0🔄 updated 0d ago🌐 AR, EN, FR, DE, IT +10📂 Photo & Video💰 Paid
📅
What Worked™ · Development Pipeline
7 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 →
2026-01
📈
Crossed 10 ratings — social-proof flywheel kicking in
2025-12
⭐
Rating ↓ 3.60 → 3.17 (dropped 0.43★)
2025-12
⭐
Rating ↑ 3.25 → 3.60 (improved 0.35★)
2025-12
⭐
Rating ↑ 2.67 → 3.25 (improved 0.58★)
2025-12
⭐
Rating ↑ 1.50 → 2.67 (improved 1.17★)
2025-12
⭐
Rating ↑ 1.00 → 1.50 (improved 0.50★)
2025-12
🚀
First tracked snapshot — initial data captured
🔔
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📝 Description
95
BU Score · Transcendent
Similar apps in Photo & Video
About this analysis
Why low confidence: only 26 ratings · no founder-verified revenue (model estimate only) · revenue figure is directional only.
📌 Final verdict — read this before you trust the numbers above
Wolfbox Auto is a small / niche iOS app in the photo & video space with weak public traction — only 26 ratings, no founder-verified MRR, and not ranked in any monitored grossing chart. The app appears to be monetised, but public signals are too sparse for a precise revenue estimate.
Bottom line: treat all revenue, audience and acquisition-value numbers on this page as directional only — not founder-verified facts.
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Wolfbox Auto make per month?▴
Our model estimates Wolfbox Auto earns roughly $86/mo, but with only 26 ratings the confidence interval is wide. No founder-verified MRR is available for this app, so this is a model output calibrated against comparable apps in the same category. See methodology for the formula.
What apps are like Wolfbox Auto?▴
Browse the full Photo & Video 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 Wolfbox Auto?▴
Wolfbox Auto is published by WOLFBOX TECH, 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 Wolfbox Auto's BU Score?▴
Wolfbox Auto has a BU Score of 27/100 (Niche). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.