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48
Quality Score
Emerging

Cooklist: Pantry & Cooking App

3.1 ✍️ Editor
✍️ bumetric analysis

Cooklist: Pantry & Cooking App is an Android app from Cooklist in the Food & Drink category, currently rated 3.1★ across 2,204 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.

Quality Score is 48: Emerging (early traction worth watching). For a Food & Drink app, that means early traction worth watching. 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.

💰 Revenue · today and ahead
Today
$5.0K/mo
In 12 months
$5.2K – $10.8K
In 24 months
$6.4K – $19.2K
MID tier
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📊 Performance Tracking LIVE

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idle
0%
Rating
Reviews
Forecast Revenue / mo
Snapshots tracked
0
since first record
🔬

How we forecast this revenue

MEDIUM CONFIDENCE
Baseline
$5.0K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
6 months
$4.7K – $7.9K
12 months
$5.2K – $10.8K
24 months
$6.4K – $19.2K
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 · 42/100MID TIERunderperforming peers
RevenueQualityMarketGrowthMoatSafetyFounderMonetiz.
Revenue Strength
3.7
Product Quality
5.6
Market Position
0.0
Growth Velocity
5.0
Defensibility
6.5
Operational Safety
5.0
Founder Strength
3.4
Monetization Maturity
4.0
  • 💰 Revenue: Modest — $3K - $7K/mo · MID tier · medium confidence, trajectory unclear.
  • ⭐ Quality: 3.12★ across 2,204 reviews — below category median.
  • 📍 Market: Not yet charting in any of the 9 monitored markets.
  • 📈 Growth: ⚠ last update 472d ago — possibly dormant.
  • ⚠️ Risk: Elevated — dormant (472d since update).
🎯 For competitors: Vulnerable. Quality drift + slow updates create a clear opening for a fresh competitor with active dev cadence.
💵 For acquirers: Estimated asking range 18-32× monthly = $90K-$160K.
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.
🧪

Tech & Domain Intel — cooklist.co

Tech stack
Google Workspace
Derived from public RDAP + DNS TXT records (no scraping, no login).
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:
Low install base (2,204 ratings)METRIC
+$1,500
Below-average rating (3.1★)METRIC
−$1,500
Established app (7y 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.
App Specs
🔐 Own this app? Claim & verify MRR →
🔖 v1.105.3🔄 updated 1y ago📂 Food & Drink💰 Free💎 IAP $5.99 - $59.99 per item🚀 Launched 2018 (7y old)

📝 About this app

The best all-in-one system for pantry inventory, recipes, shopping lists and grocery price comparison!

Discover simple easy and healthy food recipes that you already have the ingredient for and within seconds create simple grocery shopping lists to buy the food ingredient you need.

Cooklist introduces an entirely new way to think about your relationship with cooking and grocery shopping. It connects to your grocery store loyalty cards and automatically downloads all of your food purchases into a digital pantry.… View full description on the official store →

Profile & Insights

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

Identification

App name
Cooklist: Pantry & Cooking App
Developer
Cooklist
Bundle ID
com.cooklist.android
App Store URL
Open in App Store
Category
Food & Drink
Content rating
Not found
Languages
Not found

Company

Website
cooklist.co
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
$269/mo
Top-grossing rank
Not found
All-time revenue
Not found
Pricing
$5.99 - $59.99 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.
📈Ratings growth2,204 ratings+51% lifetimeShow 3-year history estimate ▾May 2023Nov 2024May 2026
Tracked (1 weeks) Pre-tracking estimate (36 weeks) · model-based, ±5% noise · anchored to release date and current value
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.

Similar apps in Food & Drink

Full revenue analysis
Read the article-style breakdown for Cooklist: Pantry & Cooking App: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
Read deep-dive →