---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Coffee Box"
developer_entity: "Samuel Blackburn"
bundle_id: "com.samuelblackburn.CoffeeBox"
app_store_id: "1666075383"
category: "Food & Drink"
primary_platform: "ios"
primary_monetization: "Free"
offline_capable: false
market_region: "US"
platforms: "iOS"
app_last_updated: "2023-05-11"
report_date: "2026-10-06"
last_verified: "2026-10-06T00:00:00.000Z"
report_version: "1.0.0"
total_reviews: 0
confidence: "low"
confidence_score: 0.15
data_age_days: 33
momentum_velocity: "zombie"
intelligence_version: 2
tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "coffee", "enthusiasts", "looking"]
canonical_url: "https://marlvel.ai/apps/coffee-box"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

# Coffee Box Intelligence Report

## TL;DR {#tldr}

- **Category**: Food & Drink · Free

> **TL;DR:** Coffee Box is a food & drink app by Samuel Blackburn, available on iOS.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Coffee Box is a food & drink app by Samuel Blackburn.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Category** | Food & Drink |
| **Developer** | Samuel Blackburn |
| **Pricing** | Free |
| **Platforms** | iOS |
| **Confidence** | Low (0.15/1.0) |
| **Data Age** | 33d |

## Metadata & Market Performance
- **Publisher:** Samuel Blackburn
- **Category:** Food & Drink
- **Target Audience:** Home coffee enthusiasts looking for a consolidated reference for drink recipes.
- **Platforms:** iOS
- **Version Reviewed:** 1.0.0
- **Report Date:** 2026-10-06
- **Signal Count:** 0 reviews analyzed
- **Confidence:** Low (0.15/1.0)
- **App Store ID (iOS):** 1666075383
- **Bundle ID:** com.samuelblackburn.CoffeeBox
- **Data Window:** Analysis based on signals collected up to 2026-10-06

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Coffee Box is a recipe database for home coffee enthusiasts, providing step-by-step instructions in a free, static format on iOS.
**Why users hire it:** The app removes the cognitive friction of searching for drink recipes by consolidating them into a single, offline-accessible reference tool.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] Recipe Database:** Centralized repository of coffee-based drink recipes with ingredient lists and step-by-step instructions.
- **[Differentiator] User-Submitted Content:** Settings-based submission form allowing users to suggest new drink recipes or improvements to the existing catalog.
  * *User Intent:* Users seek enhanced value through premium features.
<!-- /section:features -->

<!-- section:market-position -->
## Market Position {#market-position}

Coffee Box maintains a static position in the Food & Drink category with no updates since May 2023. The lack of recent activity relative to active recipe platforms signals a maintenance-mode posture that limits growth potential.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Free
- **Tiers:** Free access to all recipes
- **Analysis:** The app is currently distributed as a free utility with no visible monetization gates or subscription tiers.

<!-- section:swot -->
## SWOT Analysis {#swot}

**Core Strengths:**
- Community-driven content submission reduces developer maintenance overhead

**Growth Levers:**
- Introduce premium recipe tiers to capture high-intent users


<!-- /section:swot -->
<!-- section:momentum -->
## App Momentum (Zombie) {#momentum}

- No updates since May 2023.
- Maintenance-mode status limits feature expansion.

> **Cadence:** 1 total versions · 0 majors in last 6 months · 1243 days since last update

<!-- /section:momentum -->

<!-- section:so-what -->
## The "So What?" (Strategic Takeaway) {#so-what}

Coffee Box is a food & drink app that is completely free.

<!-- speakable-start -->
> **Bottom Line:** Coffee Box functions as a static reference tool, but the lack of updates since 2023 leaves it vulnerable to more active competitors. The developer should pivot to a community-led content strategy or sunset the project to avoid brand drag.
<!-- speakable-end -->

**Best for:** Home coffee enthusiasts looking for a consolidated reference for drink recipes.

<!-- section:pm-actions -->
### PM Action Plan (Next Best Moves)

- [ ] [SUNSET] Sunset the app because the 41-month update gap signals abandonment → avoid brand drag
<!-- /section:pm-actions -->

<!-- section:outlook -->
### Outlook: Declining

The home-recipe market is consolidating around apps with frequent content drops and social features. Coffee Box remains exposed due to its static nature, and without a pivot to active maintenance or monetization, the app will continue to lose relevance.

- 🔴 The 41-month update gap indicates a lack of active development, which erodes user trust and prevents feature parity with modern recipe apps.
<!-- /section:outlook -->

<!-- /section:so-what -->

<!-- section:metrics -->
## Key Metrics Summary

| Metric | Value |
| :--- | :--- |
| Total Reviews | 0 |
| Confidence | Low |
| Pricing Model | Free |
| Platforms | iOS |
| Key Features | 2 analyzed |
| Outlook | Declining |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Coffee Box** (this app) | N/A/5 | N/A | Samuel Blackburn |
| [소박한 한 그릇](https://marlvel.ai/apps/app--426) | N/A/5 | N/A | DaolSoft, Co., Ltd. |
| [알토란 레시피 - 요리 반찬 레시피](https://marlvel.ai/apps/woodisw-com-altrecipe) | N/A/5 | N/A | WoodiSW |
| [メニュー](https://marlvel.ai/apps/app--677) | N/A/5 | N/A | Satoshi Sato |
| [캐시모어](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) | 4.6/5 | N/A | bridgeworks |
| [푸드트래블-푸블페이](https://marlvel.ai/apps/com-membership-foodtravel) | 1.3/5 | N/A | Flexday |

## Company Profile
- **Developer:** Samuel Blackburn
- **Website:** [https://samuelblackburn.com](https://samuelblackburn.com)
- **Social:** [Instagram](https://instagram.com/samuelblackburn.dev) · [X/Twitter](https://twitter.com/BLANKCURB1)

## Data Sources & Links
- **App Store ID:** 1666075383
- **Dev Site:** [Official Website](https://samuelblackburn.com)
- **Sources:** Developer website content, App store metadata.

## Related Intel Reports
- [*소박한 한 그릇*](https://marlvel.ai/apps/app--426) (DaolSoft, Co., Ltd.) · N/A Rating
- [*알토란 레시피 - 요리 반찬 레시피*](https://marlvel.ai/apps/woodisw-com-altrecipe) (WoodiSW) · N/A Rating
- [*メニュー*](https://marlvel.ai/apps/app--677) (Satoshi Sato) · N/A Rating
- [*캐시모어*](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) (bridgeworks) · 4.6/5 Rating
- [*푸드트래블-푸블페이*](https://marlvel.ai/apps/com-membership-foodtravel) (Flexday) · 1.3/5 Rating
- [*マイ・レシピ*](https://marlvel.ai/apps/app--689) (Satoshi Sato) · N/A Rating
- [*ジョイフルアプリ*](https://marlvel.ai/apps/jp-co-unerry-bbcouponappjoyfull) (UNERRY,INC.) · 3.5/5 Rating
- [*フレスタネットスーパーアプリ*](https://marlvel.ai/apps/jp-stailer-fresta) (10X, Inc.) · 4.3/5 Rating
- [*100 Lebanese Recipes*](https://marlvel.ai/apps/com-lebguide-100lebaneserecipes) (LebGuide.com) · 4.7/5 Rating
- [*100 лучших рецептов Mom Story*](https://marlvel.ai/apps/com-momstory) (Viktoriia Urmach) · 4.9/5 Rating

## Frequently Asked Questions {#faq}

### Is Coffee Box still being updated?

No, Coffee Box has not received any updates since its release in May 2023.

### Does Coffee Box cost money?

No, Coffee Box is currently free to use and does not contain any subscription tiers or monetization gates.

### What is the difference between Coffee Box and other recipe apps?

Coffee Box is a static, community-contributed reference tool, whereas most competitors offer active development, social features, and frequent content updates.

### Are there alternatives to Coffee Box?

Users should consider recipe platforms with active development cycles that provide regular content updates and modern social features.

## Methodology {#methodology}

This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline:

1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps.
2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks.
3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes).
4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category.
5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights.

- **Confidence Score:** 0.15/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 0
- **Data Sources:** developer website, App Store metadata
- **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform
- **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence.
- **Report Age:** 33 days since last refresh

---
© 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/coffee-box)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.