--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Reversee: Reverse Image Search" developer_entity: "Eduardo Rocha" bundle_id: "com.jogos12.Reversee" app_store_id: "875678494" category: "Utilities" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2023-10-03" report_date: "2026-06-18" last_verified: "2026-06-18T13:40:22.709Z" report_version: "5.3.9" total_reviews: 12760 overall_rating: 4.43 sentiment: "Frustrated" sentiment_score: 25 confidence: "high" confidence_score: 0.65 top_praise_theme: "Multi-engine reverse image search provides effective anti-catfishing assistance for users" top_complaint_theme: "Post-update technical failures render the image search functionality completely unresponsive" top_request_theme: "Integration of additional specialized search engines like Baidu to broaden identification capabilities" review_sample_size: 238 total_review_count: 238 analyzed_review_count: 102 data_age_days: 8 momentum_velocity: "zombie" intelligence_version: 4 nemesis: "Image Downloader for Safari" competitor_count: 11 tags: ["utilities", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "users", "needing", "identify"] canonical_url: "https://marlvel.ai/intel-report/utilities/reversee-reverse-image-search" license: "CC-BY-NC 4.0" content_version: "v2" --- # Reversee: Reverse Image Search App Audit ## TL;DR {#tldr} - **Category**: Utilities · Freemium - **Signal**: Rating 4.43 · Sentiment Frustrated - **Recent focus**: Post-update technical failures render the image search functionality completely unresponsive (top complaint) · Multi-engine reverse image search provides effective anti-catfishing assistance for users (top praise) · Integration of additional specialized search engines like Baidu to broaden identification capabilities (top request) > **TL;DR:** Reversee: Reverse Image Search is a utilities app by Eduardo Rocha, rated 4.43/5 by 12.8K users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Reversee: Reverse Image Search faces Frustrated user sentiment (4.43/5 from 12.8K reviews), with post-update technical failures render the image search functionality completely unresponsive as the primary user concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.43/5 (12.8K reviews) | | **User Mood** | Frustrated | | **Category** | Utilities | | **Developer** | Eduardo Rocha | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | High (0.65/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** Eduardo Rocha - **Category:** Utilities - **Target Audience:** Users needing to identify image sources, find high-resolution versions, or verify social media profiles. - **Platforms:** iOS - **Version Audited:** 5.3.9 - **Audit Date:** 2026-06-18 - **Signal Count:** 238 reviews analyzed - **Confidence:** High (0.65/1.0) - **App Store ID (iOS):** 875678494 - **Bundle ID:** com.jogos12.Reversee - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-06-18 ## Executive Snapshot **What it is:** Reversee is a utility app for iOS that connects local photo libraries to reverse image search engines like Google, Bing, and Yandex. **Why users hire it:** Users hire this app to identify image origins and verify social profiles, serving a need for quick visual authentication that manual browser searches cannot fulfill. ## App DNA (Features & Intent) - **[Differentiator] iOS Extension:** Integrates search into system share sheets. * *User Intent:* Users seek social connection and competitive engagement with peers. - **[Differentiator] Multi-Engine Search:** Access to Bing and Yandex. * *User Intent:* Users want to quickly find relevant content or features. - **[Standard] Image Editor:** Tools for cropping and rotating. ## Market Position {#market-position} Reversee maintains a 4.43-star rating across 12,760 ratings, positioning it as a established utility in the Photo & Video category. The reliance on a one-time purchase model creates a distinct value gap against subscription-heavy competitors. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free with ads, Premium one-time purchase - **Analysis:** Gates advanced search engines and utility tools behind a premium upgrade to remove ads. ## 🔴 User Sentiment (High Confidence: 102 of 238 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.43/5 - **Platform Split:** iOS 4.4/5 (12.8K ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.43/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Multi-engine reverse image search provides effective anti-catfishing assistance for users** ### Top Complaints (Impact Areas) - **Post-update technical failures render the image search functionality completely unresponsive** ### Top Requests (What Users Want) - **Integration of additional specialized search engines like Baidu to broaden identification capabilities** ## SWOT Analysis {#swot} **Core Strengths:** - One-time purchase model lowers conversion friction - Multi-engine search provides functional identification advantage **Critical Frictions:** - Search functionality unresponsive post-update - Reliance on third-party crawling limits result sets **Growth Levers:** - Integration of specialized engines like Baidu - Expansion of metadata analysis tools **Market Threats:** - Browser-native extensions capturing search intent - Functional regressions driving users to free alternatives ## Recent Changes (v3 → v4) {#recent-changes} The app's competitive position has declined due to critical search functionality failures post-update, leading to a significant drop in sentiment and a shift in outlook to declining. **Overall trend**: Declining **Compared at**: 2026-06-18 ### High-impact changes - **[Declined] Sentiment Score Drop** (sentiment) — Overall sentiment score fell from 85 to 25, moving from positive to negative. - **[Declined] Search Functionality Failure** (sentiment) — New top complaint emerged: users report blank screens and unresponsive search functionality following the latest update. - **[Declined] Outlook Trend Shift** (positioning) — Outlook trend moved from stable to declining due to technical debt and search-engine bridge instability. ### Medium-impact changes - **[Added] New Weakness and Threat** (swot) — Added 'Search functionality unresponsive' as a weakness and 'Functional regressions driving users to free alternatives' as a threat. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Reversee: Reverse Image Search vs Image Downloader for Safari — Head to Head - **[Image Downloader for Safari](https://marlvel.ai/intel-report/utilities/com-pms-image-downloader)** by Pierre Stanislas: This app is a direct nemesis because it dominates the Safari extension ecosystem for image management, capturing the same utility-focused user base that relies on Reversee for browser-based image workflows. - **Key differences:** - Offers native Safari integration that allows users to extract images directly from web pages seamlessly. - Provides bulk download capabilities that significantly reduce the time required to save multiple web images. - Maintains a massive review volume that creates a strong social proof barrier for new competitors. - **Where Reversee: Reverse Image Search wins:** - ✅ Focuses specifically on the reverse search intent rather than general image downloading utility. - ✅ Provides a more specialized bridge to search engines for identifying image sources and origins. - **Where Image Downloader for Safari wins:** - ❌ Leverages deep Safari browser integration to capture users at the exact moment of image discovery. - ❌ Boasts a significantly larger user base and review count, signaling higher trust and market penetration. - **Verdict:** The target should pivot toward advanced search engine filtering and metadata analysis to differentiate from the nemesis's broad, utility-based download focus. ### Contenders (Strong Challengers) - **[CleanMy®Phone: Cleanup Storage](https://marlvel.ai/intel-report/utilities/com-macpaw-iosgemini)** by MacPaw Way Ltd: While focused on cleanup, this app competes for the same 'photo utility' screen real estate and user attention as Reversee. - Utilizes advanced on-device AI to intelligently categorize and remove duplicate or low-quality photos automatically. - Monetizes through a robust subscription model backed by a well-known brand in the utility space. - **[Search By Image !!](https://marlvel.ai/intel-report/photo-video/search-by-image)** by Hyeoseong Hwang: A long-standing contender that shares the exact core functionality of Reversee with a massive install base. - Integrates a built-in image editor that allows users to crop or rotate images before searching. - Provides direct share integration, enabling users to send images to the search engine from other apps. - **[Photo Search - Lens for finder](https://marlvel.ai/intel-report/tools/com-bigqsys-photosearch-searchbyimage2020)** by BigQ Apps: This app competes by offering a simplified, high-volume approach to reverse image searching for casual users. - Implements smart filtering options that help users narrow down search results by specific visual criteria. - Prioritizes a quick-find user interface designed for users who need immediate search results without configuration. - **[Photo Sherlock search by image](https://marlvel.ai/intel-report/photo-video/photo-sherlock-search-by-image)** by Ihor Prysiazhniuk: This is a direct functional competitor that mirrors Reversee's core value proposition of reverse image searching. - Includes specialized image pre-processing tools that improve search accuracy for cropped or edited photos. - Features custom camera integration allowing users to search for physical objects in real-time. ### Peers (What They Do Better) - **[Golden Hour App](https://marlvel.ai/intel-report/photo-video/golden-hour-app)** by Oleg Kan: Operates in the broader photo utility category, targeting photographers who require specialized tools for their workflow. - Provides precise sunlight phase calculations essential for professional outdoor photography and lighting planning. - Offers full offline functionality, ensuring reliability for photographers working in remote or low-connectivity locations. - **[Moment Pro Camera II](https://marlvel.ai/intel-report/photo-video/moment-pro-camera-ii)** by Moment Inc.: Targets the high-end photography enthusiast segment, providing professional-grade tools for image capture. - Provides cinematic video tools that cater to professional creators requiring manual control over camera settings. - Features hardware integration that optimizes performance for specific external lenses and professional camera gear. - **[Search by Image for Safari](https://marlvel.ai/intel-report/productivity/dev-armin-searchbyimage)** by Armin Sebastian: Directly overlaps with Reversee's browser-based utility, specifically targeting the Safari user experience. - Supports multi-engine search integration, allowing users to compare results across different image search platforms. - Includes advanced image extraction modes that handle complex web layouts better than standard search tools. - **[Timestamp Camera Basic](https://marlvel.ai/intel-report/photo-video/com-jeyluta-camera7free)** by 玉彬 陈: Shares the 'Photo & Video' utility space, focusing on metadata manipulation rather than search. - Delivers millisecond-accurate timestamping that is critical for legal or professional documentation of photo evidence. - Allows for real-time metadata overlay, providing immediate visual context to photos at the moment of capture. ### New Kids on the Block (What's Innovative) - **[Cleaner for Photos](https://marlvel.ai/intel-report/photo-video/cleaner-for-photos)** by Mike Opper: A new competitor entering the crowded photo cleanup market with a focus on smart, automated scanning. - Features a specialized duplicate photo scanner that uses on-device processing for faster cleanup performance. - **[Tidy Reel](https://marlvel.ai/intel-report/photo-video/com-gearutil-cleanroll)** by GEARUTIL LLC: A new entrant in the photo utility space focusing on privacy-centric image management and cleanup. - Uses on-device privacy processing to ensure sensitive photos never leave the user's local storage. ## What's New - **Latest (v5.3.9, 2 years ago):** Resolved an issue with Google Search functionality. ## App Momentum (Zombie) {#momentum} - Repaired Google Search functionality. - Quiet 4 months — bug fixes only. > **Cadence:** 1 total versions · 0 majors in last 6 months · 955 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Reversee: Reverse Image Search is a challenged utilities app that is free with in-app purchases. With a 4.43/5 rating from 12.8K reviews, it faces significant user friction. > **Bottom Line:** Reversee provides a valuable multi-engine search utility, but the latest release's search failures are eroding user trust, so the PM must prioritize stabilizing the search-engine bridge to prevent churn to browser-native alternatives. **Best for:** Users needing to identify image sources, find high-resolution versions, or verify social media profiles. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] [HIGH IMPACT] Rebuild search engine integration because post-update failures are the top complaint → restore core utility — *High-frequency reports of blank screens and search failures post-update.* _(trade-off: deprioritize Pause new feature development for the image editor — search stability is the primary churn driver.)_ - [ ] [MAINTAIN] [MEDIUM IMPACT] Audit search engine API calls because users report blank screens → reduce churn — *The latest update claims to fix Google Search but reviews indicate the fix is ineffective.* _(trade-off: deprioritize Defer Baidu engine integration — core stability must precede expansion.)_ ### Feature Gaps vs Competitors - Bulk image download (available in Image Downloader for Safari but absent here) ### Outlook: Declining The image utility market is consolidating around browser-native tools that capture search intent at the point of discovery. Reversee's reliance on a one-time purchase model leaves it exposed to maintenance-heavy technical debt, so the PM must pivot to a more sustainable funding model or risk total loss of the power-user base. - 🔴 Persistent search failures post-update drive negative sentiment, which will accelerate churn if not addressed by the next release. - ⚪ The one-time purchase model remains a positive differentiator for users, but it fails to fund the rapid maintenance required for search stability. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.43/5 | | Total Reviews | 12.8K | | Sentiment | Frustrated (25/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Reversee: Reverse Image Search** (this app) | 4.43/5 | Frustrated | Eduardo Rocha | | [Search by Image for Safari](https://marlvel.ai/intel-report/productivity/dev-armin-searchbyimage) | 4.1/5 | Mixed | Armin Sebastian | | [CleanMy®Phone: Cleanup Storage](https://marlvel.ai/intel-report/utilities/com-macpaw-iosgemini) | 4.6/5 | Mixed | MacPaw Way Ltd | | [Timestamp Camera Basic](https://marlvel.ai/intel-report/photo-video/com-jeyluta-camera7free) | 4.8/5 | Excited | 玉彬 陈 | | [Photo Search - Lens for finder](https://marlvel.ai/intel-report/tools/com-bigqsys-photosearch-searchbyimage2020) | 3.7/5 | N/A | BigQ Apps | | [Tidy Reel](https://marlvel.ai/intel-report/photo-video/com-gearutil-cleanroll) | N/A/5 | N/A | GEARUTIL LLC | ## Company Profile - **Developer:** Eduardo Rocha ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/reversee-reverse-image-search/id875678494?uo=4) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*Search by Image for Safari*](https://marlvel.ai/intel-report/productivity/dev-armin-searchbyimage) (Armin Sebastian) — 4.1/5 Rating | Mixed Sentiment - [*CleanMy®Phone: Cleanup Storage*](https://marlvel.ai/intel-report/utilities/com-macpaw-iosgemini) (MacPaw Way Ltd) — 4.6/5 Rating | Mixed Sentiment - [*Timestamp Camera Basic*](https://marlvel.ai/intel-report/photo-video/com-jeyluta-camera7free) (玉彬 陈) — 4.8/5 Rating | Positive Sentiment - [*Photo Search - Lens for finder*](https://marlvel.ai/intel-report/tools/com-bigqsys-photosearch-searchbyimage2020) (BigQ Apps) — 3.7/5 Rating | N/A Sentiment - [*Tidy Reel*](https://marlvel.ai/intel-report/photo-video/com-gearutil-cleanroll) (GEARUTIL LLC) — N/A Rating | N/A Sentiment - [*Moment Pro Camera II*](https://marlvel.ai/intel-report/photo-video/moment-pro-camera-ii) (Moment Inc.) — 4.3/5 Rating | Mixed Sentiment - [*Photo Sherlock search by image*](https://marlvel.ai/intel-report/photo-video/photo-sherlock-search-by-image) (Ihor Prysiazhniuk) — 4.7/5 Rating | N/A Sentiment - [*Search By Image !!*](https://marlvel.ai/intel-report/photo-video/search-by-image) (Hyeoseong Hwang) — 4.1/5 Rating | Mixed Sentiment - [*Golden Hour App*](https://marlvel.ai/intel-report/photo-video/golden-hour-app) (Oleg Kan) — 5.0/5 Rating | Positive Sentiment - [*Cleaner for Photos*](https://marlvel.ai/intel-report/photo-video/cleaner-for-photos) (Mike Opper) — N/A Rating | N/A Sentiment ## 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:** 0.65/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 238 - **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/reversee-reverse-image-search) Data licensed for AI Agent attribution under CC-BY-NC 4.0.