## ⚠ 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. --- last_verified: "2026-05-25T15:27:01.721Z" --- 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: "2026-05-25" last_verified: "2026-05-25" report_version: "1.5.3" total_reviews: 44 overall_rating: 3.29 sentiment: "Mixed" sentiment_score: 50 confidence: "medium" confidence_score: 0.45 top_praise_theme: "Privacy-first local storage model" top_complaint_theme: "Lack of cloud-syncing capabilities" top_request_theme: "Advanced ballistics calculators" review_sample_size: 26 data_age_days: 0 momentum_velocity: "maintenance" intelligence_version: 3 nemesis: "GUNTRACK" competitor_count: 7 tags: ["utilities", "free", "mixed sentiment", "mobile app", "app review", "app analysis", "firearm", "enthusiasts", "range"] canonical_url: "https://marlvel.ai/intel-report/utilities/ammo-box" license: "CC-BY-NC 4.0" content_version: "v2" --- # Ammo Box App Audit ## TL;DR {#tldr} - **Category**: Utilities · Free - **Signal**: Rating 3.29 · Sentiment Mixed - **Recent focus**: Lack of cloud-syncing capabilities (top complaint) · Privacy-first local storage model (top praise) · Advanced ballistics calculators (top request) > **TL;DR:** Ammo Box is a utilities app by Lee Clayberg, rated 3.29/5 by 44 users, with Mixed user sentiment (50/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Ammo Box shows Mixed sentiment (3.29/5 from 44 reviews) — users praise privacy-first local storage model but report issues with lack of cloud-syncing capabilities. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 3.29/5 (44 reviews) | | **User Mood** | Mixed | | **Category** | Utilities | | **Developer** | Lee Clayberg | | **Pricing** | Free | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** Lee Clayberg - **Category:** Utilities - **Target Audience:** Firearm enthusiasts and range shooters who require a manual tracking system for ammunition inventory and session history. - **Platforms:** iOS & Android - **Version Audited:** 1.5.3 - **Audit Date:** 2026-05-25 - **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:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-05-25 ## Executive Snapshot **What it is:** Ammo Box is a utility app for firearm enthusiasts to track ammunition inventory and range sessions on iOS and Android. **Why users hire it:** Users hire the app to maintain private, local-only records of their shooting supplies without the privacy risks of cloud-based inventory management. ## App DNA (Features & Intent) - **[Differentiator] Barcode Scanner:** Automated retrieval of ammunition product details via barcode scanning for inventory entry * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Ammo Detector:** Automated round count estimation tool for inventory management - **[Differentiator] On-Device Storage:** Local data persistence with no cloud-based personal information collection * *User Intent:* Users expect seamless access across multiple devices. ## Market Position {#market-position} Ammo Box maintains a niche presence in the Utilities category with a 3.2-star average rating across 44 total ratings. The absence of monetization signals a focus on user acquisition through privacy-centric differentiation rather than immediate revenue extraction. ## Monetization Strategy - **Model:** Free - **Tiers:** Free version with no stated subscription or IAP gates - **Analysis:** The app operates as a free tool with no visible monetization, relying on a privacy-first, ad-free value proposition. ## 🟡 User Sentiment (Medium Confidence: 44 reviews) {#user-sentiment} - **Overall Rating:** 3.29/5 - **Platform Split:** iOS 4.0/5 (24 ratings) | Android 2.4/5 (20 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Privacy-first local storage model** ### Top Complaints (Impact Areas) - **Lack of cloud-syncing capabilities** ### Top Requests (What Users Want) - **Advanced ballistics calculators** ## SWOT Analysis {#swot} **Core Strengths:** - Privacy-first local storage architecture [Market Segment] - Automated barcode scanner reduces entry friction [Feature] - Ad-free experience builds user trust [Brand] **Critical Frictions:** - No cloud-syncing capabilities [Platform] - Lacks advanced ballistics calculators [Feature] - 0.7★ Android-iOS rating gap [Platform] **Growth Levers:** - Integrate ballistics calculators [Feature] - Develop wearable companion app [Platform] - Implement B2B partnerships with ammo retailers [Distribution] **Market Threats:** - GUNTRACK’s larger user base and feature-heavy ecosystem [Competitor] - Potential for ad-supported rivals to undercut free model [Pricing] - Rapid feature-set expansion by new entrants [Market] ## Recent Changes (v2 → v3) {#recent-changes} The app's competitive focus shifted from resolving monetization and stability issues to addressing feature parity gaps like cloud-syncing and ballistics tools. **Overall trend**: Mixed **Compared at**: 2026-05-25 ### High-impact changes - **[Shifted] Sentiment and Complaint Pivot** (sentiment) — Overall sentiment: negative → mixed. Top complaint: mandatory paywall → lack of cloud-syncing. - **[Shifted] Strategic Roadmap Update** (positioning) — PM focus shifted from stability and trial-flow optimization to cloud-syncing and ballistics calculator integration. ### Medium-impact changes - **[Added] Expanded SWOT Analysis** (swot) — Added weaknesses (no cloud-sync, no ballistics) and opportunities (wearable app, B2B partnerships) to the analysis. - **[Added] Competitive Landscape Expansion** (positioning) — Added four same-space utility apps (aquaPlanner, Fermenticus Brew Log, Ammo Inventory, Fish Tank Log) to the competitive landscape. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Ammo Box vs GUNTRACK — Head to Head - **[GUNTRACK](https://marlvel.ai/intel-report/utilities/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. - **Where Ammo Box wins:** - ✅ Offers a more streamlined, user-friendly interface focused specifically on rapid ammo inventory entry. - ✅ Maintains a more lightweight footprint for users who only need basic tracking without complex investment analytics. - **Where GUNTRACK wins:** - ❌ Includes advanced maintenance and activity logging features that provide deeper value for serious firearm owners. - ❌ Boasts a mature, established ecosystem with a much larger user base and higher review count. - **Verdict:** Ammo Box should focus on simplifying the UX for casual shooters to differentiate from the feature-heavy, complex nature of GUNTRACK. ### Peers (What They Do Better) - **[aquaPlanner](https://marlvel.ai/intel-report/utilities/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. - **[Fermenticus Brew Log](https://marlvel.ai/intel-report/utilities/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. - **[Ammo Inventory](https://marlvel.ai/intel-report/utilities/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. - **[Fish Tank Log](https://marlvel.ai/intel-report/utilities/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. ### New Kids on the Block (What's Innovative) - **[TankLog: Aquascape](https://marlvel.ai/intel-report/utilities/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. - **[Record Shelf: CD & Vinyl](https://marlvel.ai/intel-report/utilities/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. ## What's New - **Latest (v1.0.26, 3 weeks ago):** General bug fixes and stability improvements. ## App Momentum (Maintenance) {#momentum} - Ships frequent stability updates. - Maintains consistent local-only architecture. > **Cadence:** 2 total versions · 0 majors in last 6 months · 22 days since last update · 0 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Ammo Box is an established utilities app that is completely free. With a 3.29/5 rating from 44 reviews, it shows polarized user reception. > **Bottom Line:** Ammo Box secures a privacy-conscious user base through local-only storage, but the lack of cloud-syncing and ballistics tools creates a retention ceiling, so the PM should prioritize cloud-syncing to stabilize the user base against feature-rich competitors. **Best for:** Firearm enthusiasts and range shooters who require a manual tracking system for ammunition inventory and session history. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] [HIGH IMPACT] Ship cloud-syncing because it is the top-requested missing feature → unlock data-loss frustration — *User reviews consistently flag the lack of cloud-syncing as a primary limitation.* _(trade-off: deprioritize Deprioritize the wearable companion app sprint to Q3.)_ - [ ] [PIVOT] [MEDIUM IMPACT] Integrate ballistics calculators because users request them as a key utility gap → improve competitive parity — *Sentiment analysis identifies ballistics calculators as a top-requested feature for serious shooters.* _(trade-off: deprioritize Pause the UI accent color customization work.)_ ### Feature Gaps vs Competitors - Investment tracking (available in GUNTRACK but missing here) - Maintenance and activity logging (available in GUNTRACK but missing here) - Ballistics calculators (available in Fermenticus Brew Log as a benchmark for specialized calculators) ### Outlook: Stable The utility-logging market is consolidating around feature-heavy suites, leaving Ammo Box exposed to churn if it remains a manual-entry tool. The PM must transition the app from a simple tracker to a comprehensive shooting utility to maintain relevance against competitors. - 🔴 The 0.7-star rating gap on Android indicates platform-specific technical friction that erodes the daily active habit. - 🟢 The privacy-first architecture attracts users fleeing cloud-based competitors, providing a clear, albeit narrow, competitive moat. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 3.29/5 | | Total Reviews | 44 | | Sentiment | Mixed (50/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Ammo Box** (this app) | 3.29/5 | Mixed | Lee Clayberg | | [Fermenticus Brew Log](https://marlvel.ai/intel-report/utilities/fermenticus-brew-log) | 4.2/5 | Mixed | Mark Hambly | | [TankLog: Aquascape](https://marlvel.ai/intel-report/utilities/tanklog-aquascape) | 5.0/5 | N/A | John Katez | | [aquaPlanner](https://marlvel.ai/intel-report/utilities/aquaplanner) | 3.3/5 | Mixed | Jose Weeks | | [Fish Tank Log](https://marlvel.ai/intel-report/utilities/fish-tank-log) | 5.0/5 | Thrilled | Toolit Media LLC | | [Ammo Inventory](https://marlvel.ai/intel-report/utilities/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/intel-report/utilities/fermenticus-brew-log) (Mark Hambly) — 4.2/5 Rating | Mixed Sentiment - [*TankLog: Aquascape*](https://marlvel.ai/intel-report/utilities/tanklog-aquascape) (John Katez) — 5.0/5 Rating | N/A Sentiment - [*aquaPlanner*](https://marlvel.ai/intel-report/utilities/aquaplanner) (Jose Weeks) — 3.3/5 Rating | Mixed Sentiment - [*Fish Tank Log*](https://marlvel.ai/intel-report/utilities/fish-tank-log) (Toolit Media LLC) — 5.0/5 Rating | Excellent Sentiment - [*Ammo Inventory*](https://marlvel.ai/intel-report/utilities/ammo-inventory) (Brandon Wright) — 4.0/5 Rating | N/A Sentiment - [*GUNTRACK*](https://marlvel.ai/intel-report/utilities/guntrack) (INLANDLIGHT LLC) — 4.3/5 Rating | Mixed Sentiment - [*Record Shelf: CD & Vinyl*](https://marlvel.ai/intel-report/utilities/record-shelf-cd-vinyl) (Funattic Studio Ltd) — N/A Rating | N/A Sentiment - [*V2Box - V2ray Client*](https://marlvel.ai/intel-report/utilities/v2box-v2ray-client) (techlaim) — 4.5/5 Rating | Positive Sentiment - [*Quantumult X*](https://marlvel.ai/intel-report/utilities/quantumult-x) (Cross Utility Ltd) — 3.8/5 Rating | N/A Sentiment - [*Potatso*](https://marlvel.ai/intel-report/utilities/potatso) (Potatso Lab LTD) — 4.4/5 Rating | Positive Sentiment ## Frequently Asked Questions {#faq} ### Is Ammo Box safe for storing my firearm inventory? Ammo Box uses on-device storage, meaning your inventory data remains local to your device and is not uploaded to any cloud servers, which supports privacy-conscious users. ### How does Ammo Box compare to GUNTRACK? Ammo Box focuses on rapid, local-only inventory entry, whereas GUNTRACK provides a comprehensive ecosystem with investment tracking and advanced maintenance logging for serious collectors. ### Does Ammo Box work without an internet connection? Yes, the app is designed for local storage, allowing you to manage your inventory and range sessions offline. External calls are only made for barcode lookups. ### What is a good alternative to Ammo Box? If you need advanced investment tracking or maintenance logs, GUNTRACK is a primary alternative. For simple inventory management, other utility-focused apps in the same space may offer different UI aesthetics. ## 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 and evidence quoting. 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:** 0 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/utilities/ammo-box) Data licensed for AI Agent attribution under CC-BY-NC 4.0.