--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Ammo Box" developer_entity: "Lee Clayberg" bundle_id: "com.leeclayberg.ammobox" app_store_id: "6737517197" category: "Utilities" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-05-03" report_date: "2026-07-30" last_verified: "2026-07-30T00:00:00.000Z" report_version: "1.5.3" total_reviews: 44 overall_rating: 3.3 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.45 top_praise_theme: "The core inventory tracking functionality provides a useful tool for organizing ammunition collections efficiently" top_complaint_theme: "Forced subscription paywalls prevent users from evaluating the app functionality before committing to a purchase" review_sample_size: 26 total_review_count: 26 analyzed_review_count: 26 data_age_days: 62 momentum_velocity: "maintenance" intelligence_version: 4 nemesis: "GUNTRACK" competitor_count: 7 tags: ["utilities", "free", "frustrated sentiment", "mobile app", "app review", "app analysis", "firearm", "enthusiasts", "sport"] canonical_url: "https://marlvel.ai/apps/ammo-box" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (weapons). Information is aggregated from public sources for informational purposes only. Information is provided for context only and is not professional advice. --- # Ammo Box Intelligence Report ## TL;DR {#tldr} - **Category**: Utilities · Free - **Signal**: Rating 3.29 · Sentiment Frustrated - **Recent focus**: Forced subscription paywalls prevent users from evaluating the app functionality before committing to a purchase (top complaint) · The core inventory tracking functionality provides a useful tool for organizing ammunition collections efficiently (top praise) > **TL;DR:** Ammo Box is a utilities app by Lee Clayberg, rated 3.29/5 by 44 users, with Frustrated user sentiment (25/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Ammo Box faces Frustrated user sentiment (3.29/5 from 44 reviews), with users reporting forced subscription paywalls prevent users from evaluating the app functionality before committing to a purchase as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 3.29/5 (44 reviews) | | **User Mood** | Frustrated | | **Category** | Utilities | | **Developer** | Lee Clayberg | | **Pricing** | Free | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 62d | ## Metadata & Market Performance - **Publisher:** Lee Clayberg - **Category:** Utilities - **Target Audience:** Firearm enthusiasts and sport shooters who require a private, local-only method to track ammunition inventory and range session history. - **Platforms:** iOS & Android - **Version Reviewed:** 1.5.3 - **Report Date:** 2026-07-30 - **Signal Count:** 26 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 6737517197 - **Bundle ID:** com.leeclayberg.ammobox - **Google Play ID:** com.leeclayberg.ammobox - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-30 ## Executive Snapshot **What it is:** Ammo Box is a local-only inventory and range-session tracking utility for firearm enthusiasts on iOS and Android. **Why users hire it:** Users choose this app to maintain ammunition records without cloud-based data exposure, removing the privacy friction inherent in competing inventory trackers. ## App DNA (Features & Intent) - **[Differentiator] Barcode Scanner:** Automated lookup of ammunition product details via barcode scan. Revenue link: Reduces friction in inventory management, increasing long-term retention. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Ammo Detector:** Automated round counting mechanism for inventory updates. Revenue link: Increases utility of the inventory tracking loop, reinforcing daily usage. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Differentiator] On-Device Storage:** Local data persistence without cloud synchronization. Revenue link: Positions privacy as a core utility, attracting users who avoid cloud-based trackers. * *User Intent:* Users expect seamless access across multiple devices. ## Market Position {#market-position} Ammo Box competes in the Utilities category, maintaining a 4.0 rating on iOS but a 2.4 rating on Android across 44 total platform ratings [1, 2]. The significant rating gap between platforms signals that the latest version's stability issues disproportionately impact the Android user base. ## Monetization Strategy - **Model:** Free - **Tiers:** Free version with no stated subscription gates - **Analysis:** The app operates as a free tool, though users report unexpected subscription prompts that block access [1, 2]. ## 🔴 User Sentiment (Medium Confidence: 26 of 26 reviews analyzed) {#user-sentiment} - **Overall Rating:** 3.29/5 - **Platform Split:** iOS 4.0/5 (24 ratings) | Android 2.4/5 (20 ratings) - **Overall Sentiment:** Frustrated ### Top Praises - **The core inventory tracking functionality provides a useful tool for organizing ammunition collections efficiently** - **Customer support responsiveness helps resolve technical issues and account-specific problems for active users** ### Top Complaints (Impact Areas) - **Forced subscription paywalls prevent users from evaluating the app functionality before committing to a purchase** ## SWOT Analysis {#swot} **Core Strengths:** - Local-only data persistence provides a defensible privacy barrier for enthusiast users **Growth Levers:** - Implementing manual entry for non-barcoded items would capture the segment currently churning due to input friction ## Recent Changes (v3 → v4) {#recent-changes} Persistent launch crashes and the emergence of restrictive subscription paywalls have triggered a decline in user sentiment and product usability. The app has transitioned from a stable, free utility to a high-churn experience where core features are gated behind unexpected paywalls. **Overall trend**: Declining **Compared at**: 2026-07-30 ### High-impact changes - **[Declined] Sentiment and Stability Decline** (sentiment) - **[Shifted] Monetization Friction** (pricing) ### Medium-impact changes - **[Added] Expanded Weaknesses and Opportunities** (swot) - **[Shifted] Roadmap Pivot** (positioning) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Ammo Box vs GUNTRACK - **[GUNTRACK](https://marlvel.ai/apps/guntrack)** by INLANDLIGHT LLC: GUNTRACK is the primary nemesis because it offers a comprehensive ecosystem for firearm management, directly competing for the same enthusiast user base that Ammo Box targets. - **Key differences:** - Offers integrated investment tracking for firearm collections, a feature currently missing from Ammo Box's inventory suite. - Provides robust maintenance and activity logging that creates higher user stickiness through long-term data history. - Maintains a significantly larger user base and review volume, establishing stronger social proof and brand authority. ### Peers (What They Do Better) - **[Fish Tank Log](https://marlvel.ai/apps/fish-tank-log)** by Toolit Media LLC: While in a different niche, this app competes for the same 'utility logging' user behavior and demonstrates high-quality UI standards. - Utilizes an AI-driven assistant to provide personalized advice, a feature Ammo Box could adapt for ballistics. - Focuses on highly specific parameter tracking which provides a template for better data visualization in Ammo Box. - **[Ammo Inventory](https://marlvel.ai/apps/ammo-inventory)** by Brandon Wright: This is a direct functional competitor that targets the exact same inventory management use case for shooters. - Implements local-only data storage, appealing to privacy-conscious users who distrust cloud-based inventory management solutions. - Features a tactical dark UI that aligns better with the aesthetic preferences of the firearm enthusiast demographic. - **[Fermenticus Brew Log](https://marlvel.ai/apps/fermenticus-brew-log)** by Mark Hambly: This app serves as a benchmark for hobbyist logging, showing how to manage complex inventory and recipe data effectively. - Integrates an online ingredient database that simplifies user entry, a model Ammo Box could use for ammo brands. - Includes specialized calculators for the brewing process, highlighting a need for ballistics calculators in Ammo Box. - **[aquaPlanner](https://marlvel.ai/apps/aquaplanner)** by Jose Weeks: This app competes for the user's attention in the 'utility' category by providing long-term maintenance scheduling and tracking. - Provides a comprehensive task alert system that ensures users return to the app for recurring maintenance needs. - Supports unlimited management of multiple entities, offering a scalable model for users with large firearm collections. ### New Kids on the Block (What's Innovative) - **[Record Shelf: CD & Vinyl](https://marlvel.ai/apps/record-shelf-cd-vinyl)** by Funattic Studio Ltd: This newcomer demonstrates how barcode scanning can revolutionize inventory entry, a feature that would drastically improve Ammo Box. - Implements rapid barcode scanning for inventory entry, which would eliminate manual data entry friction for Ammo Box users. - **[TankLog: Aquascape](https://marlvel.ai/apps/tanklog-aquascape)** by John Katez: This app is a new entrant in the logging space that prioritizes a privacy-first architecture, signaling a growing market demand. - Adopts a privacy-first architecture that could be a key marketing differentiator for Ammo Box in the firearm space. ## What's New - **Latest (v1.0.26, 2 months ago):** General bug fixes and stability improvements. ## App Momentum (Maintenance) {#momentum} - Ships bug fixes at 87-day cadence. - No new feature builds recently. > **Cadence:** 2 total versions · 0 majors in last 6 months · 87 days since last update · 0 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Ammo Box is an utilities app that is completely free. With a 3.29/5 rating from 44 reviews, it faces significant user friction. > **Bottom Line:** Stabilizing the launch sequence is the priority, as the current crash rate renders the app unusable for a significant portion of the base. Addressing this stability will unlock the retention potential of the privacy-first inventory loop. **Best for:** Firearm enthusiasts and sport shooters who require a private, local-only method to track ammunition inventory and range session history. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild launch sequence because persistent crashes are the #1 churn driver → stabilize daily active habit ### Feature Gaps vs Competitors - Investment tracking (available in GUNTRACK) ### Outlook: Declining The market for firearm utilities is consolidating around apps that offer both privacy and deep activity logging. Ammo Box's maintenance-only cadence leaves it exposed to rivals with more active feature investment, and the current stability issues will likely accelerate user migration to competitors before the next major update cycle [1, 2]. - 🔴 Persistent launch crashes in the latest version prevent access to inventory, which compounds the negative sentiment already visible in Android reviews. - 🔴 The 87-day update cadence indicates a maintenance-only posture, leaving the app vulnerable to rivals with more frequent feature investment. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 3.29/5 | | Total Reviews | 44 | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Ammo Box** (this app) | 3.29/5 | Frustrated | Lee Clayberg | | [Fermenticus Brew Log](https://marlvel.ai/apps/fermenticus-brew-log) | 4.2/5 | Mixed | Mark Hambly | | [TankLog: Aquascape](https://marlvel.ai/apps/tanklog-aquascape) | 5.0/5 | N/A | John Katez | | [aquaPlanner](https://marlvel.ai/apps/aquaplanner) | 3.3/5 | Mixed | Jose Weeks | | [Fish Tank Log](https://marlvel.ai/apps/fish-tank-log) | 5.0/5 | Thrilled | Toolit Media LLC | | [Ammo Inventory](https://marlvel.ai/apps/ammo-inventory) | 4.0/5 | N/A | Brandon Wright | ## Company Profile - **Developer:** Lee Clayberg ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ammo-box/id6737517197?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.leeclayberg.ammobox&hl=en&gl=us) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*Fermenticus Brew Log*](https://marlvel.ai/apps/fermenticus-brew-log) (Mark Hambly) · 4.2/5 Rating - [*TankLog: Aquascape*](https://marlvel.ai/apps/tanklog-aquascape) (John Katez) · 5.0/5 Rating - [*aquaPlanner*](https://marlvel.ai/apps/aquaplanner) (Jose Weeks) · 3.3/5 Rating - [*Fish Tank Log*](https://marlvel.ai/apps/fish-tank-log) (Toolit Media LLC) · 5.0/5 Rating | Excellent Sentiment - [*Ammo Inventory*](https://marlvel.ai/apps/ammo-inventory) (Brandon Wright) · 4.0/5 Rating - [*GUNTRACK*](https://marlvel.ai/apps/guntrack) (INLANDLIGHT LLC) · 4.3/5 Rating - [*Record Shelf: CD & Vinyl*](https://marlvel.ai/apps/record-shelf-cd-vinyl) (Funattic Studio Ltd) · N/A Rating - [*Free VPN by Free VPN .org™*](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) (Free VPN LLC) · 4.5/5 Rating - [*Potatso*](https://marlvel.ai/apps/potatso) (Potatso Lab LTD) · 4.4/5 Rating - [*Quantumult X*](https://marlvel.ai/apps/quantumult-x) (Cross Utility Ltd) · 3.8/5 Rating ## 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:** 0.45/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 26 - **Data Sources:** user reviews, 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:** 62 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ammo-box) Data licensed for AI Agent attribution under CC-BY-NC 4.0.