--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Stone Identifier - Scan AI" developer_entity: "Samip Ukani" bundle_id: "com.samip.stoneidentifier" app_store_id: "6738203177" category: "Education" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-08-07" report_date: "2026-09-12" last_verified: "2026-09-12T00:00:00.000Z" report_version: "1.5" total_reviews: 388 overall_rating: 4.1 sentiment: "Upset" sentiment_score: 20 confidence: "medium" confidence_score: 0.45 top_praise_theme: "Users express initial enthusiasm for the core concept of identifying rocks via camera scans" top_complaint_theme: "Camera functionality fails to capture images or identify specimens, rendering the primary tool useless" review_sample_size: 13 total_review_count: 13 analyzed_review_count: 13 data_age_days: 18 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["education", "freemium", "upset sentiment", "mobile app", "app review", "app analysis", "geology", "students,", "collectors,"] canonical_url: "https://marlvel.ai/apps/stone-identifier-scan-ai" license: "CC-BY-NC 4.0" content_version: "v2" --- # Stone Identifier - Scan AI Intelligence Report ## TL;DR {#tldr} - **Category**: Education · Freemium - **Signal**: Rating 4.12 · Sentiment Upset - **Recent focus**: Camera functionality fails to capture images or identify specimens, rendering the primary tool useless (top complaint) · Users express initial enthusiasm for the core concept of identifying rocks via camera scans (top praise) > **TL;DR:** Stone Identifier - Scan AI is a education app by Samip Ukani, rated 4.12/5 by 388 users, with Upset user sentiment (20/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Stone Identifier - Scan AI faces Upset user sentiment (4.12/5 from 388 reviews), with users reporting camera functionality fails to capture images or identify specimens, rendering the primary tool useless as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.12/5 (388 reviews) | | **User Mood** | Upset | | **Category** | Education | | **Developer** | Samip Ukani | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 18d | ## Metadata & Market Performance - **Publisher:** Samip Ukani - **Category:** Education - **Target Audience:** Geology students, rock collectors, and hobbyists seeking identification tools and digital cataloging for mineral specimens. - **Platforms:** iOS - **Version Reviewed:** 1.5 - **Report Date:** 2026-09-12 - **Signal Count:** 13 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 6738203177 - **Bundle ID:** com.samip.stoneidentifier - **Data Window:** Analysis based on signals collected up to 2026-09-12 ## Executive Snapshot **What it is:** Stone Identifier - Scan AI is an education-focused mobile tool for identifying rocks and minerals via camera scans. **Why users hire it:** It removes the cognitive cost of manual mineral identification for hobbyists, though current technical failures prevent it from serving this need. ## App DNA (Features & Intent) - **[Standard] AI Rock Identification:** Image recognition algorithm identifies rocks, minerals, and gemstones from user-uploaded photos. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Expert Assistance:** One-on-one support channel for users to consult geologists regarding specific rock finds. ## Market Position {#market-position} Stone Identifier - Scan AI holds a 4.1-star rating across 388 total ratings. The lack of pricing transparency for premium features creates significant friction for the user base. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free version with basic identification, Premium tier implied by expert assistance - **Analysis:** Freemium model uses AI identification as the primary acquisition hook while gating expert consultation behind potential subscription barriers. ## 🔴 User Sentiment (Medium Confidence: 13 of 13 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.12/5 - **Platform Split:** iOS 4.1/5 (388 ratings) - **Overall Sentiment:** Upset - **Note:** The 4.12/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Users express initial enthusiasm for the core concept of identifying rocks via camera scans** ### Top Complaints (Impact Areas) - **Camera functionality fails to capture images or identify specimens, rendering the primary tool useless** ## SWOT Analysis {#swot} **Core Strengths:** - Expert geologist consultation provides a high-touch service differentiator **Growth Levers:** - Offline-caching mechanism would bypass connectivity errors ## What's New - **Latest (v1.5, 1 months ago):** Introduced an AI-based Stone Scan algorithm to improve detection capabilities. ## App Momentum (Maintenance) {#momentum} - Shipped AI-based stone scanning algorithm. - Ships ~1 update every 5 weeks. > **Cadence:** 1 total versions · 1 majors in last 6 months · 36 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Stone Identifier - Scan AI is an education app that is free with in-app purchases. With a 4.12/5 rating from 388 reviews, it faces significant user friction. > **Bottom Line:** Stone Identifier - Scan AI must resolve the camera-processing failures to restore basic utility, as the current state of serving ads against a broken tool is driving high churn and negative sentiment. **Best for:** Geology students, rock collectors, and hobbyists seeking identification tools and digital cataloging for mineral specimens. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit camera-processing pipeline because identification failures are the #1 complaint → restore core utility ### Outlook: Declining The current maintenance-mode cadence is failing to address critical stability issues, leaving Stone Identifier - Scan AI exposed to rapid user attrition. Without a pivot to prioritize core camera reliability, the app will continue to lose its user base to more stable competitors. - 🔴 The latest release failed to resolve core camera failures, confirming the app remains unusable for the primary task. - 🔴 Users report: Aggressive ad-loading while core features are broken creates a perception of deceptive monetization, accelerating user churn. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.12/5 | | Total Reviews | 388 | | Sentiment | Upset (20/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 2 analyzed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Stone Identifier - Scan AI** (this app) | 4.12/5 | Upset | Samip Ukani | | [AlgoApp - Flashcards](https://marlvel.ai/apps/algoapp-flashcards) | 4.5/5 | n/a | AlgoApp Inc | | [Elevate - Brain Training Games](https://marlvel.ai/apps/elevate-brain-training-games) | 4.7/5 | n/a | The Mind Company | | [Flashcards Deluxe](https://marlvel.ai/apps/flashcards-deluxe) | 4.5/5 | N/A | OrangeOrApple.com | | [Flash Cards Flashcards Maker](https://marlvel.ai/apps/flash-cards-flashcards-maker) | 4.0/5 | Mixed | Infinite Wave Media, LLC | | [Flashcards maker - AI generate](https://marlvel.ai/apps/flashcards-maker-ai-generate) | 4.1/5 | Mixed | Teleprompter LLC | ## Company Profile - **Developer:** Samip Ukani - **Website:** [https://samipapps-1.blogspot.com/](https://samipapps-1.blogspot.com/) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/stone-identifier-scan-ai/id6738203177?uo=4) - **Dev Site:** [Official Website](https://samipapps-1.blogspot.com/) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*AlgoApp - Flashcards*](https://marlvel.ai/apps/algoapp-flashcards) (AlgoApp Inc) · 4.5/5 Rating - [*Elevate - Brain Training Games*](https://marlvel.ai/apps/elevate-brain-training-games) (The Mind Company) · 4.7/5 Rating - [*Flashcards Deluxe*](https://marlvel.ai/apps/flashcards-deluxe) (OrangeOrApple.com) · 4.5/5 Rating - [*Flash Cards Flashcards Maker*](https://marlvel.ai/apps/flash-cards-flashcards-maker) (Infinite Wave Media, LLC) · 4.0/5 Rating - [*Flashcards maker - AI generate*](https://marlvel.ai/apps/flashcards-maker-ai-generate) (Teleprompter LLC) · 4.1/5 Rating - [*Impulse - Brain Training*](https://marlvel.ai/apps/impulse-brain-training) (GMRD Apps Limited) · 4.6/5 Rating - [*Peak - Brain Training*](https://marlvel.ai/apps/peak-brain-training) (Synaptic Labs) · 4.7/5 Rating - [*자주 틀리는 우리말*](https://marlvel.ai/apps/app--424) (DaolSoft, Co., Ltd.) · N/A Rating - [*달공부 - 한 달 공부 다이어리 + 루틴/공부 타이머*](https://marlvel.ai/apps/azlabs-dalstudy) (SuWon Choi) · N/A Rating - [*타요콘 - 타요 아바타 놀이동화*](https://marlvel.ai/apps/com-kigle-project-tayocon) (KIGLE) · 3.1/5 Rating ## Frequently Asked Questions {#faq} ### Is Stone Identifier - Scan AI free to use? The app uses a freemium model. While basic identification is free, expert geologist assistance and advanced features are gated behind a premium tier. ### Does Stone Identifier - Scan AI work without an internet connection? Users report persistent connection errors, suggesting the app requires an active internet connection to process identification scans. ### Are there better alternatives for identifying rocks? Users frustrated by the camera failures in Stone Identifier - Scan AI should look for alternatives that offer robust offline identification capabilities. ## 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:** 13 - **Data Sources:** user reviews, 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:** 18 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/stone-identifier-scan-ai) Data licensed for AI Agent attribution under CC-BY-NC 4.0.