Pantry Check - Grocery List
71
Quality Score
Strong
Pantry Check - Grocery List
Medium confidence
✍️ bumetric analysis
“
Pantry Check - Grocery List is an iOS app from Sunroom Labs, LLC in the Shopping category, currently rated 4.5★ across 1,532 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 71: Strong (healthy traction). For a Shopping 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
$576
per month
→
12-mo forecast
$504 – $1818
per month
→
24-mo forecast
$467 – $4205
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
ONE-TIME · BUILD
💰 Estimated build cost
$65K
↳ What it cost to build · not monthly revenue
Likely range $50K – $90K
$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 |
| ⚙ Shopping complexity ×1.30 | +$15K |
Total estimate
$65K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$425K
↳ What it would sell for · not monthly revenue
Marketplace range $325K – $600K · 16× MRR multiple
💸
~6.5× 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% |
| 🏷 Shopping category multiple | +2% |
Final multiple
16× MRR
👥 Estimated audience size
150K
Lifetime downloads (US-equivalent)
Monthly active
18K
Daily active
3.2K
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
$576/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
6 months
$491 – $1.1K
12 months
$504 – $1.8K
24 months
$467 – $4.2K
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 · 45/100INDIE TIERexpected for tierGrowth Velocity
5.0
Founder Strength
5.4
Product Quality
8.1
Revenue Strength
2.8
Monetization Maturity
1.0
Defensibility
4.5
Market Position
0.3
Operational Safety
9.0
- 💰 Revenue: Marginal — $230 - $1442/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.51★ across 1,532 reviews — strong (top 10%).
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: last update 357d ago — slow cadence.
- ⚠️ 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 = $10K-$18K. Portfolio play ($25K/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:
| Excellent rating (4.5★)METRIC | +$2,200 | |
| worth every pennyREVIEW | +$2,000 | |
| bugsREVIEW | −$1,800 | |
| 5 starREVIEW | +$1,800 | |
| great valueREVIEW | +$1,600 | |
| excellent appREVIEW | +$1,500 | |
| Low install base (1,532 ratings)METRIC | +$1,500 | |
| Mature app (11y old)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| slowREVIEW | −$1,200 | |
| annoying adsREVIEW | −$1,100 | |
| support teamREVIEW | +$900 | |
| priceyREVIEW | −$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 · v2.9.1
- Ability to reorder shopping lists via drag and drop
- Shopping list checkout now supports custom locations
- Fixed: shopping list sometimes shows old data in the list browser screen
- Other bug fixes
- Shopping list checkout now supports custom locations
- Fixed: shopping list sometimes shows old data in the list browser screen
- Other bug fixes
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Pantry Check - Grocery List
- Developer
- Sunroom Labs, LLC
- Bundle ID
- com.pantrycheck.Pantry-Check
- App Store URL
- Open in App Store
- Category
- Shopping
- 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
- $25.7K/mo
- Top-grossing rank
- 🇨🇦#18 /100 🇬🇧#54 /100 🇺🇸#72 /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 growth1,532 ratings+16% lifetimeShow 3-year history estimate ▾
Tracked (55 weeks) Pre-tracking estimate (35 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Top Countries — Grossing Rank3 countries
🇨🇦CA#18 /100
🇬🇧GB#54 /100
🇺🇸US#72 /100
📊Category Rank Trajectory#18 now · best #16 · worst #32
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
- The easiest household inventory system
- The best barcode scanner
- Real-time syncing and family sharing
- Automatic expiration reminders
- Smart shopping lists, based on usage and inventory
- Organize by custom locations
- Prices, running tally and estimated totals for lists
- Current inventory & usage timeline
- Submit own photos and product info
- Crowd-sourced cloud database
- Millions of products recognized
- Track up to 200 items for free
- Affordable storage subscriptions
Pantry Check is the easiest way to manage the groceries you buy and use.… View full description on the official store →
- The best barcode scanner
- Real-time syncing and family sharing
- Automatic expiration reminders
- Smart shopping lists, based on usage and inventory
- Organize by custom locations
- Prices, running tally and estimated totals for lists
- Current inventory & usage timeline
- Submit own photos and product info
- Crowd-sourced cloud database
- Millions of products recognized
- Track up to 200 items for free
- Affordable storage subscriptions
Pantry Check is the easiest way to manage the groceries you buy and use.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 24 MB🔞 12+📱 iOS 12.0+🔖 v2.9.1🔄 updated 0d ago🌐 EN📂 Shopping💰 Paid
📅
What Worked™ · Development Pipeline
11 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 ↑ 4.20 → 4.52 (improved 0.32★)
2026-04
📈
Crossed 1,000 ratings — social-proof flywheel kicking in
2026-03
📈
Crossed 500 ratings — social-proof flywheel kicking in
2020-03
📈
Crossed 100 ratings — social-proof flywheel kicking in
2019-12
📈
Crossed 50 ratings — social-proof flywheel kicking in
2019-03
📈
Crossed 10 ratings — social-proof flywheel kicking in
2019-02
⭐
Rating ↓ 4.00 → 3.67 (dropped 0.33★)
2019-01
⭐
Rating ↑ 3.33 → 3.75 (improved 0.42★)
2019-01
⭐
Rating ↑ 2.50 → 3.33 (improved 0.83★)
2019-01
⭐
Rating ↓ 4.00 → 2.50 (dropped 1.50★)
2019-01
🚀
First tracked snapshot — initial data captured
🔎
ASO Keyword Positions
BEST RANK #21Ranked for 1 App Store search query in our last keyword sweep. Lower position = closer to the top.
grocery list·#21🇺🇸
Last sweep: 2026-05-19 · iTunes Search API
🔔
Track this app’s revenue
FREEGet an email when revenue moves by your threshold. No spam, unsubscribe in one click.
📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Pantry Check - Grocery List: 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: 1,532 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Pantry Check - Grocery List make per month?▴
Based on our ML-calibrated revenue forecast, Pantry Check - Grocery List earns approximately $25K/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 Pantry Check - Grocery List?▴
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 Pantry Check - Grocery List?▴
Pantry Check - Grocery List is published by Sunroom Labs, 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 Pantry Check - Grocery List's BU Score?▴
Pantry Check - Grocery List has a BU Score of 71/100 (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.