Bumper: Vehicle History Report
59
Quality Score
Solid
Bumper: Vehicle History Report
Medium confidence
✍️ bumetric analysis
“
Bumper: Vehicle History Report is an iOS app from Bumper, LLC in the Shopping category, currently rated 4.3★ across 1,223 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 59: Solid (established niche player). For a Shopping 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
$527
per month
→
12-mo forecast
$461 – $1663
per month
→
24-mo forecast
$427 – $3846
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
🤖Also on Android
$115/mo · 425 ratings · 2.6★
View →
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 (206 MB) | +$40K |
| ⚙ Shopping complexity ×1.30 | +$27K |
Total estimate
$120K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$10K
↳ What it would sell for · not monthly revenue
Marketplace range $5K – $10K · 15× 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 |
| 🏷 Shopping category multiple | +2% |
Final multiple
15× MRR
👥 Estimated audience size
120K
Lifetime downloads (US-equivalent)
Monthly active
14K
Daily active
2.5K
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
| 📲 Shopping engagement | ~100 installs / rating |
| 🔁 Shopping D30 retention | 12% |
| 📍 DAU / MAU stickiness | 0.18 |
DAU / MAU
18% sticky
🔬
How we forecast this revenue
LOW CONFIDENCEBaseline
$527/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
6 months
$449 – $1.0K
12 months
$461 – $1.7K
24 months
$427 – $3.8K
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 · 43/100INDIE TIERexpected for tierGrowth Velocity
5.0
Founder Strength
3.1
Product Quality
7.8
Revenue Strength
2.7
Monetization Maturity
1.0
Defensibility
4.8
Market Position
0.0
Operational Safety
10.0
- 💰 Revenue: Marginal — $211 - $1319/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.31★ across 1,223 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 = $9K-$16K.
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:
| cancelledREVIEW | −$1,500 | |
| Low install base (1,223 ratings)METRIC | +$1,500 | |
| Good rating (4.3★)METRIC | +$800 | |
| Established app (5y old)METRIC | +$800 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Single-language (English only)METRIC | −$400 |
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 · v10.0.38
We’ve fine-tuned the app to make your Bumper experience smoother than ever. Update now and enjoy the ride!
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Bumper: Vehicle History Report
- Developer
- Bumper, LLC
- Bundle ID
- com.bumper.LTVBumperApp
- App Store URL
- Open in App Store
- Category
- Shopping
- Content rating
- 4+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Buy with Confidence: Detailed Vehicle History Reports
- Description
- Get industry-best info and data on a vehicle you're interested in buying, selling, or maintaining. Bumper.com makes vehicle ownership easy!
- Founded
- 2020
- HQ / Address
- Not found
- Employees
- {'@type': 'QuantitativeValue', 'maxValue': 281, 'minValue': 51}
- Logo
- Not found
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- $1.0K ($20 – $2.0K)AI low
- AI annual estimate
- $12.0K/yr
- ML model estimate / mo
- $528/mo
- Top-grossing rank
- 🇺🇸#14 /100 🇨🇦#32 /100 🇧🇷#91 /100
- All-time revenue
- Not found
- Pricing
- Not found
Founder
- Name
- Not found
- X / Twitter
- x.com/bumperdotcom
- linkedin.com/company/bumperdotcom
- 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/bumperdotcom · instagram instagram.com/bumperdotcom · linkedin linkedin.com/company/bumperdotcom · tiktok tiktok.com/@bumperdotcom · twitter x.com/bumperdotcom · youtube youtube.com/c/Bumperdotcom
- Not found
- Phone
- +1-332-225-9745
- Contact page
- bumper.com/contact
- About page
- bumper.com/vehicle-history-report
✨AI Revenue EstimateCONFIDENCE: LOW
The iOS app "Bumper: Vehicle History Report" by Bumper, LLC is estimated to generate approximately $1,000 in monthly revenue, leading to an annual estimate of $12,000, primarily based on Sensor Tower data for the Android version of the app in the US. While Sensor Tower data for the iOS app in Georgia showed revenue around $20 per month in Q4 2023, comprehensive iOS-specific revenue data for the entire US market is not publicly available.
Sources mentioned: Sensor Tower, Bumper.com, App Store
📈Ratings growth1,223 ratings+58% lifetimeShow 3-year history estimate ▾
Tracked (58 weeks) Pre-tracking estimate (36 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Top Countries — Grossing Rank3 countries
🇺🇸US#14 /100
🇨🇦CA#32 /100
🇧🇷BR#91 /100
📊Category Rank Trajectory#14 now · best #13 · worst #50
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
Get the skinny on your next car with Bumper's VIN lookup or vehicle model search. Take advantage of all of Bumper's features, including:
ACCIDENT AND SALVAGE RECORDS - If it seems too good to be true, it might be. Find out if the great deal you found is really a lemon in disguise.
MARKET VALUES - We analyze millions of vehicle sales records to help make sure you're getting a good ride, not being taken for one.
THEFT REPORTS - Not only can theft bring down a vehicle's value, purchasing stolen goods can also get you in hot water with the fuzz.… View full description on the official store →
ACCIDENT AND SALVAGE RECORDS - If it seems too good to be true, it might be. Find out if the great deal you found is really a lemon in disguise.
MARKET VALUES - We analyze millions of vehicle sales records to help make sure you're getting a good ride, not being taken for one.
THEFT REPORTS - Not only can theft bring down a vehicle's value, purchasing stolen goods can also get you in hot water with the fuzz.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 206 MB🔞 4+📱 iOS 14.0+🔖 v10.0.38🔄 updated 0d ago🌐 EN📂 Shopping💰 Free
📅
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 →
2026-04
⭐
Rating ↑ 1.26 → 4.32 (improved 3.06★)
2026-04
📈
Crossed 500 ratings — social-proof flywheel kicking in
2025-11
📈
Crossed 100 ratings — social-proof flywheel kicking in
2023-08
📈
Crossed 50 ratings — social-proof flywheel kicking in
2021-11
📈
Crossed 10 ratings — social-proof flywheel kicking in
2021-08
⭐
Rating ↑ 1.67 → 2.50 (improved 0.83★)
2021-06
⭐
Rating ↓ 2.00 → 1.67 (dropped 0.33★)
2021-06
⭐
Rating ↓ 3.00 → 2.00 (dropped 1.00★)
2021-06
🚀
First tracked snapshot — initial data captured
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Bumper: Vehicle History Report: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by Bumper, LLC
View all →📦 Portfolio summaryINDIE studio
2apps·$115/mocombined
⚠ Concentrated — top app contributes 100% of combined revenue (single-app dependency)
About this analysis
Why medium confidence: 1,223 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Bumper make per month?▴
Based on our ML-calibrated revenue forecast, Bumper earns approximately $527/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 Bumper?▴
Browse the full Shopping 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 Bumper?▴
Bumper is published by Bumper, LLC 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 Bumper's BU Score?▴
Bumper has a BU Score of 59/100 (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.