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Toonapp: Cartoon Photo Editor

82
Quality Score
Excellent

Toonapp: Cartoon Photo Editor

High confidence
4.5 Google Play rating
✍️ Bumetric analysis
“

This Android photography app targets the AI-driven photo manipulation niche, specifically cartoon and anime filters. It directly competes with other popular "toon me" and AI avatar generators like Lensa AI or Meitu, aiming for users who want to quickly transform selfies into stylized art. The high user rating across millions of reviews indicates strong user satisfaction and significant market penetration, signaling this app is a mature product with established traction, likely past its initial growth spurt and now focused on retention and feature expansion. Given its free monetization model, the primary revenue driver in this category is typically in-app purchases for premium filters, ad-free experiences, or subscription tiers for unlimited access and advanced tools, rather than a direct download fee. Many successful apps in this space convert a small percentage of their large free user base to IAP subscribers.

BU Score 82 · Excellent — strong product-market fit. The full Investment Matrix below scores 8 dimensions including monetisation, growth, and operational risk.

Track snapshot history and revenue forecast in the Performance section below.

💰 Monthly revenue · now vs forecast
● Right now
$700K
per month
→
12-mo forecast
$741K – $1141K
per month
→
24-mo forecast
$886K – $1645K
per month
BIG tier
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Typical impact: +2-5× organic installs
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📊 Performance Tracking LIVE

4 snapshots on record
idle
0%
Rating
4.5
Reviews
2,473,157 reviews
Forecast Revenue / mo
$700K
Snapshots tracked
4
since May 2026
ONE-TIME · BUILD 💰 Estimated build cost
$160K
↳ What it cost to build · not monthly revenue
Likely range $120K – $215K
$25K · MVP floor $100K · indie scale $500K+ · studio build
📈 Pays back in under a month 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
💎 In-app purchase plumbing +$9K
⚙ Photography complexity ×1.35 +$20K
🌐 Cross-platform reach (iOS + Android) +$44K
⚙ 5.8y maintenance × ~1-person team +$34K
Total estimate $160K
ONE-TIME · EXIT VALUE 💵 Estimated acquisition value
$27.5M
↳ What it would sell for · not monthly revenue
Marketplace range $20.5M – $35.5M · 39× MRR multiple
💸 ~172× return on build cost

Synthetic estimate. Multiple band derived from iap / freemium model + 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
💎 IAP / freemium model base 28× MRR
📅 5.8y proven track record +20%
⭐ ★ rating ≥ 4.4 (solid) +8%
⭐ Mature user base (1M+ ratings) +8%
Final multiple 39× MRR
👥 Estimated audience size
210.5M
Lifetime downloads (US-equivalent)
Monthly active
24.0M
Daily active
6.0M

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
📲 Photography engagement ~120 installs / rating
📅 5.8y of rating accumulation -29%
🔁 Photography D30 retention 15%
📍 DAU / MAU stickiness 0.25
DAU / MAU 25% 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 Photography
📦 Compact Android bundle → Native Kotlin
💀 Maintenance status
Slowing
30%
Last shipped 2026-07-08 · 92 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
📅 3 months since last update Slowing cadence
Verdict Slowing
🔬

How we forecast this revenue

MEDIUM CONFIDENCE
Baseline
$700K/mo · ML-estimated from 234 triggers
Growth rate
+2.5% MoM · BIG tier baseline (compound monthly)
6 months
$690K – $933K
12 months
$741K – $1.1M
24 months
$886K – $1.6M
Compound growth at +2.5% MoM (tier baseline for BIG). Range widens with horizon — typical noise band ±15% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊

BU Investment Matrix

Mixed signals · 64/100BIG TIERcompetitive but cautious
RevenueQualityMarketGrowthMoatSafetyFounderMonetiz.
Revenue Strength
5.8
Product Quality
9.0
Market Position
0.0
Growth Velocity
5.0
Defensibility
8.9
Operational Safety
10.0
Founder Strength
7.2
Monetization Maturity
5.0
  • 💰 Revenue: Healthy — $280K - $1540K/mo · BIG tier · medium-low confidence, trajectory unclear.
  • ⭐ Quality: 4.49★ across 2,473,157 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: Strong subscription moat. Hard to outcompete on retention. Better angle: free alternative with one-time purchase, or feature parity for an underserved sub-niche.
💵 For acquirers: Estimated asking range 18-32× monthly = $12.6M-$22.4M.
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 4 of 4 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
High install base (2,473,157 ratings)METRIC
+$12,000
Good rating (4.5★)METRIC
+$800
Established app (5y old)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
Toonapp: Cartoon Photo Editor
Developer
Lyrebird Studio
Bundle ID
com.lyrebirdstudio.cartoon
App Store URL
Open in App Store
Category
Photography
Content rating
Not found
Languages
Not found

Company

Website
lyrebirdstudio.net
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
$700K/mo
Top-grossing rank
Not found
All-time revenue
Not found
Pricing
$2.00 - $69.99 per item

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.
🚀Update Frequency · Releases per Quarter4 releases tracked
22Q2 2026Q3 2026
🚀Version Release Timeline4 releases tracked
v3.3.2May 2026v3.3.7Jun 2026v3.4.0Jul 2026v3.4.1Aug 2026
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

ToonApp Cartoon Picture App & AI Cartoon Photo Editor, offers fancy tools of ai cartoon generator, toon me starter pack, caricature maker, photo to cartoon yourself and cartoonify pic to ai anime filter! Turn your photos into stunning cartoons, anime characters, and hilarious caricatures inspired by the excitement of World Cup games. Try this amazing ai anime filter, studio ghibli photo editor, starter pack, ai clay filter and photo to cartoon picture app to cartoonify your selfie, add ai anime filter and turn photos into cartoons with toonlab 3d cartoon photo editor app!… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →
🔖 v3.4.1🔄 updated 3mo ago📂 Photography💰 Free📺 Ad-supported💎 IAP $2.00 - $69.99 per item🚀 Launched 2020 (5y old)
📅

What Worked™ · Development Pipeline

3 EVENTS TRACKED
Detected 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 — v3.3.7 → v3.4.0
→ 30 days after: reviews +510 high confidence
2026-06
🔧
Shipped update — v3.3.2 → v3.3.7
→ 30 days after: reviews +1,087 medium · co-occurring
2026-05
🚀
First tracked snapshot — initial data captured
→ 30 days after: reviews +1,087 high confidence
🔔

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📝 Description

95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Toonapp: Cartoon Photo Editor: 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 Lyrebird Studio

View all →
📦 Portfolio summaryBIG studio
14apps·$3.2M/mocombined
✓ Diversified — top app contributes 28%; risk spread across portfolio

Similar apps in Photography

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

Why high confidence: 2,473,157 ratings · no founder-verified revenue (model estimate only).

❓ Frequently Asked Questions

10 answers · auto-generated from this app's public data
How much does Toonapp make per month?▴
Based on our ML-calibrated revenue forecast, Toonapp earns approximately $700K/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 Toonapp profitable?▴
With estimated build cost $160K and monthly revenue $700K, Toonapp looks highly profitable — pays back its build investment in under a month at the current run-rate. Profitability also depends on paid-acquisition spend and refund rate which the public model doesn't see.
How many users does Toonapp have?▴
Estimated audience: ~210.5M lifetime downloads, ~24.0M monthly active users, and ~6.0M 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 Toonapp?▴
Browse the full Photography 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 Toonapp built with?▴
Our heuristic places Toonapp 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 Toonapp still actively maintained?▴
Maintenance status: Slowing (30% abandonment risk). Last shipped version was 3 months ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
How much would Toonapp sell for?▴
Estimated acquisition value: $27.5M (marketplace range $20.5M – $35.5M). Calculated as 39× 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 Toonapp last updated?▴
Toonapp last shipped a new version on 2026-07-08 — 3 months ago. This is the date Apple / Google last accepted a new build, not a content-only push.
Who makes Toonapp?▴
Toonapp is published by Lyrebird Studio 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 Toonapp's BU Score?▴
Toonapp has a BU Score of 82/100 (Excellent). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.