Panels - Comic Reader
78
Quality Score
Strong
Panels - Comic Reader
by Produkt Studio
High confidence
✍️ bumetric analysis
“
Panels - Comic Reader is an iOS app from Produkt Studio in the Food & Drink category, currently rated 4.8★ across 11,587 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 78: Strong (healthy traction). For a Food & Drink app, that means healthy traction. 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
$16.2K
per month
→
12-mo forecast
$16.8K – $35.1K
per month
→
24-mo forecast
$20.8K – $62.3K
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
$100K
↳ What it cost to build · not monthly revenue
Likely range $75K – $135K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~3 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 (163 MB) | +$40K |
| ⚙ Food & Drink complexity ×1.10 | +$9K |
Total estimate
$100K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$700K
↳ What it would sell for · not monthly revenue
Marketplace range $500K – $900K · 17× MRR multiple
💸
~7.0× return on build cost
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% |
Final multiple
17× MRR
👥 Estimated audience size
1.1M
Lifetime downloads (US-equivalent)
Monthly active
160K
Daily active
32K
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
| 📲 Food & Drink engagement | ~100 installs / rating |
| 🔁 Food & Drink D30 retention | 14% |
| 📍 DAU / MAU stickiness | 0.20 |
DAU / MAU
20% sticky
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$16.2K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
6 months
$15.4K – $25.6K
12 months
$16.8K – $35.1K
24 months
$20.8K – $62.3K
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 · 52/100MID TIERunderperforming peersGrowth Velocity
5.0
Founder Strength
5.6
Product Quality
9.6
Revenue Strength
4.2
Monetization Maturity
1.0
Defensibility
4.2
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $11K - $24K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.78★ across 11,587 reviews — exceptional (top 1% in category).
- 📍 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 = $291K-$518K. Portfolio play ($38K/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 15 of 15 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Mid install base (11,587 ratings)METRIC | +$5,500 | |
| Paid app ($0.00)METRIC | +$2,800 | |
| subscriptionREVIEW | +$2,500 | |
| premiumREVIEW | +$2,200 | |
| Excellent rating (4.8★)METRIC | +$2,200 | |
| worth every pennyREVIEW | +$2,000 | |
| bugsREVIEW | −$1,800 | |
| 5 starREVIEW | +$1,800 | |
| excellent appREVIEW | +$1,500 | |
| Mature app (8y old)METRIC | +$1,500 | |
| Multilingual (12 languages)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| slowREVIEW | −$1,200 | |
| too expensiveREVIEW | −$1,000 | |
| priceyREVIEW | −$800 |
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 · v3.13.1
New features
- Links in comic, series, and publisher descriptions in the Store are now tappable and open in-app.
Fixes
- Fixed an issue where managing your cache in Settings could incorrectly trigger the Panels+ paywall.… Full release notes →
- Links in comic, series, and publisher descriptions in the Store are now tappable and open in-app.
Fixes
- Fixed an issue where managing your cache in Settings could incorrectly trigger the Panels+ paywall.… Full release notes →
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Panels - Comic Reader
- Developer
- Produkt Studio
- Bundle ID
- es.produkt.app.panels
- App Store URL
- Open in App Store
- Category
- Food & Drink
- Content rating
- 4+
- Languages
- CA, EN, FR, DE, HI, IT, JA, KO, PT, RU, ZH, ES
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
- $38.1K/mo
- Top-grossing rank
- 🇮🇳#68 /100
- 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 growth11,587 ratings+32% lifetimeShow 3-year history estimate ▾
Tracked (50 weeks) Pre-tracking estimate (36 weeks) · model-based, ±5% noise · anchored to release date and current value
🗺️Geographic Distribution1 of 9 markets
🇮🇳
IN
Top-grossing rank: #68 / 100
Other markets
Outside top 100
in US, GB, DE, FR, JP, CA, AU, BR, IN
in US, GB, DE, FR, JP, CA, AU, BR, IN
This app currently ranks in only one of the 9 markets we monitor. Niche or regional apps often launch this way before global rollout. Rankings update daily.
📊Category Rank Trajectory#68 now · best #66 · worst #100
Lower line = better rank · Estimate from ratings growth model · Lower position on chart = worse rank · Higher = top of chart
🚀Update Frequency · Releases per Quarter3 releases tracked
🚀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
Improve your comic reading experience with Panels. Enjoy reading your favorite titles in a clean and delightful interface, with plenty of customization and advanced features — fully DRM-free, with first-class support for OPDS, your own library, and your own files.
Key features:
- Universal Compatibility: Support for most common comic types: CBR, CBZ, CB7, PDF and comic ePUB (not text eBook). Support for multiple image formats, including WebP.
- Cross-Device Sync: Synchronize your reading progress across iPhone, iPad and Mac and resume reading exactly where you left off.… View full description on the official store →
Key features:
- Universal Compatibility: Support for most common comic types: CBR, CBZ, CB7, PDF and comic ePUB (not text eBook). Support for multiple image formats, including WebP.
- Cross-Device Sync: Synchronize your reading progress across iPhone, iPad and Mac and resume reading exactly where you left off.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 163 MB🔞 4+📱 iOS 15.0+🔖 v3.13.1🔄 updated 0d ago🌐 CA, EN, FR, DE, HI +7📂 Food & Drink💰 Paid
📅
What Worked™ · Development Pipeline
18 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 →
2026-07
🔧
Shipped update — v3.12.6 → v3.13.1
→ 30 days after: revenue +$27.0K/mo · reviews +191 high confidence
2026-06
🔧
Shipped update — v3.12.2 → v3.12.6
→ 30 days after: revenue +$27.0K/mo · reviews +462 high confidence
2026-05
📈
Crossed 1,000 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +271 high confidence
2026-05
⭐
Rating ↑ 3.64 → 4.78 (improved 1.14★)
→ 30 days after: reviews +271 high confidence
2026-03
⭐
Rating ↓ 4.70 → 3.64 (dropped 1.06★)
2026-03
⭐
Rating ↑ 3.65 → 4.70 (improved 1.05★)
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
2020-04
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$89/mo high confidence
2020-04
📈
Crossed 100 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$245/mo · reviews +11 high confidence
2019-08
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$70/mo high confidence
2019-08
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$179/mo · reviews +8 high confidence
2019-03
⭐
Rating ↑ 3.33 → 3.72 (improved 0.39★)
→ 30 days after: revenue +$65/mo high confidence
2018-12
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$172/mo · rating −0.08★ · reviews +8 medium · co-occurring
2018-12
⭐
Rating ↓ 5.00 → 3.45 (dropped 1.55★)
→ 30 days after: revenue +$172/mo · rating −0.08★ · reviews +8 medium · co-occurring
2018-12
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: revenue +$387/mo · rating −1.63★ · reviews +18 low · multiple changes
2018-12
⭐
Rating ↓ 4.00 → 3.57 (dropped 0.43★)
→ 30 days after: revenue +$387/mo · rating −1.63★ · reviews +18 medium · co-occurring
2018-12
⭐
Rating ↓ 5.00 → 4.00 (dropped 1.00★)
→ 30 days after: revenue +$215/mo · rating −1.55★ · reviews +10 high confidence
2018-11
🚀
First tracked snapshot — initial data captured
→ 30 days after: revenue +$215/mo · rating −1.55★ · reviews +10 high confidence
🧪
Tech & Domain Intel — panels.app
- Mail provider
- Google Workspace
- Tech stack
- Brevo (formerly Sendinblue)
Derived from public RDAP + DNS TXT records (no scraping, no login).
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.76952★ | 807 | 4.76952★ this version |
| 🇧🇷 BR | 4.907★ | 2,452 | 4.907★ this version |
| 🇨🇦 CA | 4.77055★ | 1,970 | 4.77055★ this version |
| 🇩🇪 DE | 4.65899★ | 912 | 4.65899★ this version |
| 🇫🇷 FR | 4.79865★ | 1,634 | 4.79865★ this version |
| 🇬🇧 GB | 4.75265★ | 1,783 | 4.75265★ this version |
| 🇮🇳 IN | 4.77979★ | 1,326 | 4.77979★ this version |
| 🇯🇵 JP | 4.51244★ | 201 | 4.51244★ this version |
| 🇺🇸 US | 4.78611★ | 11,992 | 4.78611★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Panels - Comic Reader: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
About this analysis
Why high confidence: 11,587 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Panels - Comic Reader make per month?▴
Based on our ML-calibrated revenue forecast, Panels - Comic Reader earns approximately $38K/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 Panels - Comic Reader?▴
Browse the full Food & Drink 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 Panels - Comic Reader?▴
Panels - Comic Reader is published by Produkt Studio 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 Panels - Comic Reader's BU Score?▴
Panels - Comic Reader has a BU Score of 78/100 (Strong). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.