TBR - Bookshelf
73
Quality Score
Strong
TBR - Bookshelf
Medium confidence
✍️ bumetric analysis
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TBR - Bookshelf is an iOS app from TBR - Bookshelf, LLC in the Food & Drink category, currently rated 4.5★ across 4,246 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 73: 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
$11.4K
per month
→
12-mo forecast
$11.8K – $24.8K
per month
→
24-mo forecast
$14.7K – $44.0K
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
$70K
↳ What it cost to build · not monthly revenue
Likely range $50K – $95K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~6 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 (85 MB) | +$13K |
| ⚙ Food & Drink complexity ×1.10 | +$6K |
Total estimate
$70K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$175K
↳ What it would sell for · not monthly revenue
Marketplace range $150K – $250K · 16× MRR multiple
💸
~2.5× 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 ≥ 4.4 (solid) | +8% |
Final multiple
16× MRR
👥 Estimated audience size
420K
Lifetime downloads (US-equivalent)
Monthly active
58K
Daily active
11K
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
$11.4K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
Direction
Headwinds: low defensibility moat
6 months
$10.9K – $18.1K
12 months
$11.8K – $24.8K
24 months
$14.7K – $44.0K
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 · 45/100MID TIERunderperforming peersGrowth Velocity
5.0
Founder Strength
3.0
Product Quality
8.1
Revenue Strength
4.1
Monetization Maturity
1.0
Defensibility
3.0
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Modest — $8K - $17K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.51★ across 4,246 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 = $205K-$366K.
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 11 of 11 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Paid app ($0.00)METRIC | +$2,800 | |
| Excellent rating (4.5★)METRIC | +$2,200 | |
| bugsREVIEW | −$1,800 | |
| 5 starREVIEW | +$1,800 | |
| cancelledREVIEW | −$1,500 | |
| Low install base (4,246 ratings)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| slowREVIEW | −$1,200 | |
| too expensiveREVIEW | −$1,000 | |
| Established app (4y old)METRIC | +$800 | |
| 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 · v5.4
Bookish Reading Reminders Are Here!!!!!
You can now personalize your reading reminders! Select your preferred notification styles (friendly, roast me, book boyfriend, etc.) and schedule to receive engaging prompts that help you stay consistent and reach your reading goals.
You can now personalize your reading reminders! Select your preferred notification styles (friendly, roast me, book boyfriend, etc.) and schedule to receive engaging prompts that help you stay consistent and reach your reading goals.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- TBR - Bookshelf
- Developer
- TBR - Bookshelf, LLC
- Bundle ID
- com.jordanpeterson.TBR---Bookshelf
- App Store URL
- Open in App Store
- Category
- Food & Drink
- Content rating
- 12+
- Languages
- EN
Company
- Website
- Not found
- Tagline
- Not found
- Description
- Not found
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Not found
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $11.4K/mo
- Top-grossing rank
- 🇨🇦#88 /100 🇬🇧#89 /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 growth4,246 ratings+166% lifetimeShow 3-year history estimate ▾
Tracked (38 weeks) Pre-tracking estimate (37 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Top Countries — Grossing Rank2 countries
🇨🇦CA#88 /100
🇬🇧GB#89 /100
📊Category Rank Trajectory#88 now · best #83 · worst #100
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
Got a growing TBR list? See great book recommendations, but forget them later? Meet TBR Bookshelf!
Easily track books you want to read, are currently reading, or have finished with no limits. Rate and review books once you’ve read them and log your favorite moments using our quick and intuitive rating system. Browse public ratings to see a book’s POV, tropes, reread rate, and up to four genre-specific ratings. For example, Romance tracks Spice, Fluff, Humor, and Tear. All ratings are anonymous, so you can be honest with your reviews.
Within our rating system, you can log:
* Reading format… View full description on the official store →
Easily track books you want to read, are currently reading, or have finished with no limits. Rate and review books once you’ve read them and log your favorite moments using our quick and intuitive rating system. Browse public ratings to see a book’s POV, tropes, reread rate, and up to four genre-specific ratings. For example, Romance tracks Spice, Fluff, Humor, and Tear. All ratings are anonymous, so you can be honest with your reviews.
Within our rating system, you can log:
* Reading format… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 85 MB🔞 12+📱 iOS 16.6+🔖 v5.4🔄 updated 0d ago🌐 EN📂 Food & Drink💰 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 →
2026-05
⭐
Rating ↑ 3.64 → 4.51 (improved 0.87★)
2026-05
📈
Crossed 1,000 ratings — social-proof flywheel kicking in
2026-03
⭐
Rating ↓ 4.30 → 3.64 (dropped 0.66★)
2026-03
⭐
Rating ↑ 3.64 → 4.30 (improved 0.66★)
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
2024-04
📈
Crossed 100 ratings — social-proof flywheel kicking in
2023-12
📈
Crossed 50 ratings — social-proof flywheel kicking in
2023-11
📈
Crossed 10 ratings — social-proof flywheel kicking in
2023-11
🚀
First tracked snapshot — initial data captured
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.40149★ | 538 | 4.40149★ this version |
| 🇧🇷 BR | 4.55172★ | 58 | 4.55172★ this version |
| 🇨🇦 CA | 4.44669★ | 694 | 4.44669★ this version |
| 🇩🇪 DE | 4.32238★ | 487 | 4.32238★ this version |
| 🇫🇷 FR | 4.52256★ | 266 | 4.52256★ this version |
| 🇬🇧 GB | 4.54437★ | 755 | 4.54437★ this version |
| 🇮🇳 IN | 4.59091★ | 66 | 4.59091★ this version |
| 🇯🇵 JP | 3.66667★ | 3 | 3.66667★ this version |
| 🇺🇸 US | 4.51288★ | 4,268 | 4.51288★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for TBR - Bookshelf: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
About this analysis
Why medium confidence: 4,246 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does TBR - Bookshelf make per month?▴
Based on our ML-calibrated revenue forecast, TBR - Bookshelf earns approximately $11K/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 TBR - Bookshelf?▴
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 TBR - Bookshelf?▴
TBR - Bookshelf is published by TBR - Bookshelf, 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 TBR - Bookshelf's BU Score?▴
TBR - Bookshelf has a BU Score of 73/100 (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.