--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Rock ID: Rockhounding.org" developer_entity: "Rockhounding Inc" bundle_id: "org.rockhounding.rockid" app_store_id: "6808788425" category: "Reference" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-10-21" report_date: "2026-10-21" last_verified: "2026-10-21T00:00:00.000Z" report_version: "1.1.0" total_reviews: 1 overall_rating: 5 sentiment: "Frustrated" sentiment_score: 30 confidence: "medium" confidence_score: 0.5 top_praise_theme: "The core rock scanning mechanic provides an engaging experience for users who enjoy identifying geological samples" top_complaint_theme: "The app crashes during the hand identification process before users can successfully complete a scan" review_sample_size: 2 total_review_count: 2 analyzed_review_count: 2 data_age_days: 24 momentum_velocity: "active" intelligence_version: 2 tags: ["reference", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "amateur", "geologists", "rockhounding"] canonical_url: "https://marlvel.ai/apps/rock-id-rockhounding-org" license: "CC-BY-NC 4.0" content_version: "v2" --- # Rock ID: Rockhounding.org Intelligence Report ## TL;DR {#tldr} - **Category**: Reference · Freemium - **Signal**: Rating 5 · Sentiment Frustrated - **Recent focus**: The app crashes during the hand identification process before users can successfully complete a scan (top complaint) · The core rock scanning mechanic provides an engaging experience for users who enjoy identifying geological samples (top praise) > **TL;DR:** Rock ID: Rockhounding.org is a reference app by Rockhounding Inc, rated 5/5 by 1 users, with Frustrated user sentiment (30/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Rock ID: Rockhounding.org faces Frustrated user sentiment (5/5 from 1 review), with users reporting the app crashes during the hand identification process before users can successfully complete a scan as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (1 review) | | **User Mood** | Frustrated | | **Category** | Reference | | **Developer** | Rockhounding Inc | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 24d | ## Metadata & Market Performance - **Publisher:** Rockhounding Inc - **Category:** Reference - **Target Audience:** Amateur geologists and rockhounding hobbyists looking for identification tools and legal land access data. - **Platforms:** iOS & Android - **Version Reviewed:** 1.1.0 - **Report Date:** 2026-10-21 - **Signal Count:** 2 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6808788425 - **Bundle ID:** org.rockhounding.rockid - **Google Play ID:** org.rockhounding.rockid - **Data Window:** Analysis based on signals collected up to 2026-10-21 ## Executive Snapshot **What it is:** Rock ID: Rockhounding.org is a reference app for amateur geologists that identifies rocks via camera scans and manual diagnostic flows on iOS and Android. **Why users hire it:** The app removes the friction of manual identification by providing instant geological classification and legal land-access data, which displaces the need for physical reference guides. ## App DNA (Features & Intent) - **[Differentiator] AI Rock Identification:** Camera-based image recognition provides identification with confidence scores and lookalike comparisons * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Land Ownership Maps:** Interactive map layers showing BLM, Forest Service, and private land boundaries plus active mining claims * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. ## Market Position {#market-position} Rock ID: Rockhounding.org occupies the Reference category with a 5.0-star rating across 2 reviews. The $59.99/year Pro tier positions the app as a specialized tool for serious hobbyists rather than a casual utility. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with ad-supported scans, Pro membership at $59.99/year - **Analysis:** Freemium model uses ad-supported identification scans as an acquisition funnel for the $59.99/year Pro subscription. ## 🔴 User Sentiment (Medium Confidence: 2 of 2 reviews analyzed) {#user-sentiment} - **Overall Rating:** 5/5 - **Platform Split:** iOS 5.0/5 (1 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 5/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **The core rock scanning mechanic provides an engaging experience for users who enjoy identifying geological samples** ### Top Complaints (Impact Areas) - **The app crashes during the hand identification process before users can successfully complete a scan** ## SWOT Analysis {#swot} **Core Strengths:** - Land-access map integration creates a utility-driven barrier to entry for serious hobbyists **Growth Levers:** - Expanding the reference database for common regional rocks would address the #1 user request ## What's New - **Latest (v1.1.1, today):** Rock ID now provides explicit feedback for non-rock images and prompts for re-capture when image quality is insufficient. ## App Momentum (Active) {#momentum} - Ships ~2 releases per month. - Latest release added non-rock feedback. > **Cadence:** 2 total versions · 1 majors in last 6 months · 0 days since last update · 27 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Rock ID: Rockhounding.org is a reference app that is free with in-app purchases. It holds a 5/5 rating from 1 review. > **Bottom Line:** Rock ID: Rockhounding.org maintains a unique niche by bundling legal land-access data with identification tools, but the current technical instability threatens the retention of its core hobbyist base. Stabilizing the identification loop is the prerequisite for converting free users into the $59.99/year Pro tier. **Best for:** Amateur geologists and rockhounding hobbyists looking for identification tools and legal land access data. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild authentication flow because Google login failures are a top-reported blocker → increase daily active usage ### Outlook: Mixed Reference apps are consolidating around high-utility features like offline maps and legal data, which Rock ID: Rockhounding.org provides. If the team fails to resolve the current authentication and crash issues, the app will lose its position to more stable, general-purpose competitors. - 🔴 Technical barriers, specifically authentication failures and crashes, currently suppress the conversion funnel for Rock ID: Rockhounding.org. - 🟢 The latest release introduces improved error handling for non-rock images, signaling active development to address identification accuracy. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 1 | | Sentiment | Frustrated (30/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 2 analyzed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Rock ID: Rockhounding.org** (this app) | 5/5 | Frustrated | Rockhounding Inc | | [올어바웃성경](https://marlvel.ai/apps/com-allabout-bibleapp) | 5.0/5 | N/A | Gilju Lee | | [Hallow: Prayer & Meditation](https://marlvel.ai/apps/hallow-prayer-meditation) | 4.7/5 | n/a | Hallow, Inc. | | [고려대 한국어 속담 사전](https://marlvel.ai/apps/app--428) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [우리말 의학사전](https://marlvel.ai/apps/app--427) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [공인중개사 용어사전](https://marlvel.ai/apps/app--429) | N/A/5 | N/A | DaolSoft, Co., Ltd. | ## Company Profile - **Developer:** Rockhounding Inc - **Website:** [https://rockhounding.org](https://rockhounding.org) ## Data Sources & Links - **App Store ID:** 6808788425 - **Google Play ID:** org.rockhounding.rockid - **Dev Site:** [Official Website](https://rockhounding.org) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*올어바웃성경*](https://marlvel.ai/apps/com-allabout-bibleapp) (Gilju Lee) · 5.0/5 Rating - [*Hallow: Prayer & Meditation*](https://marlvel.ai/apps/hallow-prayer-meditation) (Hallow, Inc.) · 4.7/5 Rating - [*고려대 한국어 속담 사전*](https://marlvel.ai/apps/app--428) (DaolSoft, Co., Ltd.) · N/A Rating - [*우리말 의학사전*](https://marlvel.ai/apps/app--427) (DaolSoft, Co., Ltd.) · N/A Rating - [*공인중개사 용어사전*](https://marlvel.ai/apps/app--429) (DaolSoft, Co., Ltd.) · N/A Rating - [*브리태니커 콘사이스 백과사전*](https://marlvel.ai/apps/app--425) (DaolSoft, Co., Ltd.) · N/A Rating - [*100 Radio Hrvatska (HR) : Vijesti, glazba, Nogomet*](https://marlvel.ai/apps/100-radio-hrvatska-hr-vijesti-glazba-nogomet) (Thomas Gesland) · 1.0/5 Rating - [*100 US Citizenship Test Questions 2017*](https://marlvel.ai/apps/100-us-citizenship-test-questions-2017) (Andrey Fetisov) · 4.7/5 Rating - [*١٠١ پرسیار لە زانستی قورئان*](https://marlvel.ai/apps/app--952) (Abdulwahab F. Omar) · 5.0/5 Rating - [*10ten Japanese Reader*](https://marlvel.ai/apps/10ten-japanese-reader) (Birchill, Inc.) · 4.9/5 Rating ## Frequently Asked Questions {#faq} ### Is Rock ID: Rockhounding.org free to use? Yes, Rock ID: Rockhounding.org is free to use with ad-supported scans. A Pro membership is available for $59.99/year, which removes ads, provides unlimited scans, and unlocks offline map packs. ### Does Rock ID: Rockhounding.org work without internet? The app includes offline map packs for use in remote areas without cellular connectivity, though some features like account syncing require an internet connection. ### What is the difference between Rock ID and general visual search apps? Rock ID: Rockhounding.org focuses specifically on geological samples and includes unique land-access data for the United States, whereas general visual search apps lack this specialized domain knowledge. ### What are the alternatives to Rock ID? Users looking for rock identification can consider general-purpose visual search tools, though these alternatives lack the specific land-access maps and geological reference pages provided by Rock ID: Rockhounding.org. ## 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:** 0.5/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 2 - **Data Sources:** user reviews, developer website, company about page, 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:** 24 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/rock-id-rockhounding-org) Data licensed for AI Agent attribution under CC-BY-NC 4.0.