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Chicago Transit Tracker Lite

60
Quality Score
Solid

Chicago Transit Tracker Lite

Medium confidence
4.3 Google Play rating
✍️ Bumetric analysis
“

Chicago Transit Tracker Lite is an Android app from jsdf, LLC in the Travel & Local category, currently rated 4.3★ across 2,137 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.

Quality Score is 60: Solid (established niche player). For a Travel & Local 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
$652
per month
→
12-mo forecast
$570 – $2057
per month
→
24-mo forecast
$529 – $4757
per month
INDIE tier
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📊 Performance Tracking LIVE

1 snapshots on record
idle
0%
Rating
4.3
Reviews
2,137 reviews
Forecast Revenue / mo
$652
Snapshots tracked
1
since Sep 2026
ONE-TIME · BUILD 💰 Estimated build cost
$80K
↳ What it cost to build · not monthly revenue
Likely range $60K – $110K
$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
🌐 Cross-platform reach (iOS + Android) +$27K
Total estimate $80K
ONE-TIME · EXIT VALUE 💵 Estimated acquisition value
$10K
↳ What it would sell for · not monthly revenue
Marketplace range $5K – $15K · 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
Final multiple 15× MRR
👥 Estimated audience size
320K
Lifetime downloads (US-equivalent)
Monthly active
48K
Daily active
9.6K

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
📲 Travel & Local engagement ~150 installs / rating
🔁 Travel & Local D30 retention 15%
📍 DAU / MAU stickiness 0.20
DAU / MAU 20% sticky
🛠 Estimated tech stack
🤖
Native Android (Kotlin)
High confidence · 80%
Also possible
Flutter

Heuristic guess from app bundle size, category, store description signals, and release-date stack era. Bumetric does not disassemble binaries — for binary-level certainty you would need an SDK intelligence tool or the manifest itself. Reasoning chain on the right. Full ruleset on /methodology.

Signals we read
🏷 Category context Travel & Local
📦 Compact Android bundle → Native Kotlin
💀 Maintenance status
Likely abandoned
72%
Last shipped 2025-07-06 · 447 days ago
0 · Active 50 · At risk 100 · Abandoned

Heuristic risk score from time-since-last-update + ratings velocity proxy + Editor's Choice / curated featuring signals. Calibrated against 2024-2025 app-store ranking decay reports. Not a guarantee — a quiet app with a healthy codebase looks the same as an abandoned one until something breaks. Full math on /methodology.

Risk signals
📅 1y 2mo since last update Likely deprioritized
Verdict Likely abandoned
🔬

How we forecast this revenue

LOW CONFIDENCE
Baseline
$652/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
6 months
$556 – $1.3K
12 months
$570 – $2.1K
24 months
$529 – $4.8K
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

Pre-traction · 39/100INDIE TIERlimited signal
RevenueQualityMarketGrowthMoatSafetyFounderMonetiz.
Revenue Strength
2.8
Product Quality
7.8
Market Position
0.0
Growth Velocity
5.0
Defensibility
3.5
Operational Safety
7.0
Founder Strength
4.3
Monetization Maturity
1.0
  • 💰 Revenue: Marginal — $261 - $1631/mo · INDIE tier · medium confidence, trajectory unclear.
  • ⭐ Quality: 4.31★ across 2,137 reviews — strong (top 10%).
  • 📍 Market: Not yet charting in any of the 9 monitored markets.
  • 📈 Growth: ⚠ last update 447d ago — possibly dormant.
  • ⚠️ Risk: Moderate — dormant (447d since update).
🎯 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 = $11K-$20K.
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

MODEL
Revenue 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 3 of 3 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
Low install base (2,137 ratings)METRIC
+$1,500
Good rating (4.3★)METRIC
+$800
Ad-supported / freemiumMETRIC
+$600
METRIC = structural app data · REVIEW = mined from user reviews · ✓ VERIFIED = Stripe-verified anchor (TrustMRR)

📈 Reviews Growth

LIVE
Cumulative review count from first BU snapshot. Each point = a tracked update.

⭐ Rating Trend

LIVE
Average rating evolution. Updates with each new review batch.

Profile & Insights

Everything we know — and don't — about this app and its company.

Identification

App name
Chicago Transit Tracker Lite
Developer
jsdf, LLC
Bundle ID
com.jasonshah.ctatracker
App Store URL
Open in App Store
Category
Travel & Local
Content rating
Not found
Languages
Not found

Company

Website
jsdfllc.com
Tagline
Not found
Description
Not found
Founded
Not found
HQ / Address
Not found
Employees
Not found
Logo
Not found

Revenue

Reported revenue signal / mo
Not found
AI revenue estimate / mo
Not found
AI annual estimate
Not found
Model estimate / mo
$653/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.
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

Chicago Transit Tracker is the fastest way to see when multiple buses or trains are coming. You can create and track an unlimited number of routes, and see your closest route based on your location. View CTA system maps, and follow CTA alerts, quickly and easily. Used by more riders than any other transit app in Chicago.

NEW! Lite version and Pro version have the same features! Upgrade to Pro to remove the ads.

There's no better tool for exploring and getting around Chicago than the Chicago Transit Authority.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →
🔖 vVaries with device🔄 updated 1y ago📂 Travel & Local💰 Free📺 Ad-supported
🔔

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📝 Description

95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Chicago Transit Tracker Lite: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
Read deep-dive →

More by jsdf, LLC

View all →
📦 Portfolio summaryINDIE studio
4apps·$6K/mocombined
Lead-app heavy — top app contributes 75%

Similar apps in Travel & Local

About this analysis
ZCAnalyzed by Zakhar Chumak · founder, Bumetric·Full methodology·Medium confidence

Why medium confidence: 2,137 ratings · no founder-verified revenue (model estimate only).

❓ Frequently Asked Questions

10 answers · auto-generated from this app's public data
How much does Chicago Transit Tracker Lite make per month?▴
Based on our ML-calibrated revenue forecast, Chicago Transit Tracker Lite earns approximately $652/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.
Is Chicago Transit Tracker Lite profitable?▴
With estimated build cost $80K and monthly revenue $652, Chicago Transit Tracker Lite looks well below break-even — current monthly revenue is much smaller than the estimated build cost. Profitability also depends on paid-acquisition spend and refund rate which the public model doesn't see.
How many users does Chicago Transit Tracker Lite have?▴
Estimated audience: ~320K lifetime downloads, ~48K monthly active users, and ~9K daily active users. Derived from ratings count × category installs-per-rating × age decay. US-storefront-equivalent — global audience can be 5-10× larger for internationally-distributed apps.
What apps are like Chicago Transit Tracker Lite?▴
Browse the full Travel & Local 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.
What is Chicago Transit Tracker Lite built with?▴
Our heuristic places Chicago Transit Tracker Lite on the Native Android (Kotlin) stack (High confidence, 80%). Signals: app bundle size, category context, store-description markers, release-date era. We don't disassemble binaries. Alternative possibilities: Flutter.
Is Chicago Transit Tracker Lite still actively maintained?▴
Maintenance status: Likely abandoned (72% abandonment risk). Last shipped version was 1+ years ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
How much would Chicago Transit Tracker Lite sell for?▴
Estimated acquisition value: $10K (marketplace range $5.0K – $15K). Calculated as 15× monthly revenue using the standard multiple for the detected monetization model + adjustments for age, rating quality and category demand. Calibrated against 2024-2026 Flippa / Acquire.com / MicroAcquire closed-deal medians.
When was Chicago Transit Tracker Lite last updated?▴
Chicago Transit Tracker Lite last shipped a new version on 2025-07-06 — more than 1 year(s) ago. This is the date Apple / Google last accepted a new build, not a content-only push.
Who makes Chicago Transit Tracker Lite?▴
Chicago Transit Tracker Lite is published by jsdf, LLC on the Google Play 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 Chicago Transit Tracker Lite's BU Score?▴
Chicago Transit Tracker Lite has a BU Score of 60/100 (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.