--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Cleo - AI Home Organizer" developer_entity: "The Red Collar Company" bundle_id: "io.redcollar.cleo" app_store_id: "6758682099" category: "Utilities" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-03-01" report_date: "2026-09-02" last_verified: "2026-09-02T00:00:00.000Z" report_version: "1.0.4" total_reviews: 3 overall_rating: 2.7 sentiment: "Mixed" sentiment_score: 50 confidence: "medium" confidence_score: 0.55 top_praise_theme: "Automated home organization assistance provides tangible value for users managing kitchen and living room spaces" top_complaint_theme: "Missing upload functionality for photos in the AI chat prevents users from utilizing scanning features" review_sample_size: 2 total_review_count: 2 analyzed_review_count: 2 data_age_days: 39 momentum_velocity: "zombie" intelligence_version: 3 tags: ["utilities", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "individuals", "struggling", "organization"] canonical_url: "https://marlvel.ai/apps/cleo-ai-home-organizer" license: "CC-BY-NC 4.0" content_version: "v2" --- # Cleo - AI Home Organizer Intelligence Report ## TL;DR {#tldr} - **Category**: Utilities · Freemium - **Signal**: Rating 2.67 · Sentiment Mixed - **Recent focus**: Missing upload functionality for photos in the AI chat prevents users from utilizing scanning features (top complaint) · Automated home organization assistance provides tangible value for users managing kitchen and living room spaces (top praise) > **TL;DR:** Cleo - AI Home Organizer is a utilities app by The Red Collar Company, rated 2.67/5 by 3 users, with Mixed user sentiment (50/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Cleo - AI Home Organizer shows Mixed sentiment (2.67/5 from 3 reviews) - users praise automated home organization assistance provides tangible value for users managing kitchen and living room spaces but report issues with missing upload functionality for photos in the ai chat prevents users from utilizing scanning features. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 2.67/5 (3 reviews) | | **User Mood** | Mixed | | **Category** | Utilities | | **Developer** | The Red Collar Company | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.55/1.0) | | **Data Age** | 39d | ## Metadata & Market Performance - **Publisher:** The Red Collar Company - **Category:** Utilities - **Target Audience:** Individuals struggling with home organization who require structured, AI-guided decluttering plans. - **Platforms:** iOS - **Version Reviewed:** 1.0.4 - **Report Date:** 2026-09-02 - **Signal Count:** 2 reviews analyzed - **Confidence:** Medium (0.55/1.0) - **App Store ID (iOS):** 6758682099 - **Bundle ID:** io.redcollar.cleo - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-09-02 ## Executive Snapshot **What it is:** Cleo - AI Home Organizer is a computer-vision-based utility for iOS that generates personalized decluttering plans and tracks household inventory. **Why users hire it:** The app removes the cognitive load of manual home organization by providing automated, room-specific tasks that replace generic, overwhelming checklists. ## App DNA (Features & Intent) - **[Differentiator] AI Room Scanning:** Camera-based computer vision identifies items in a room to generate a decluttering plan. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Inventory Tracking:** Photo-based cataloging of belongings with status tagging for keep, donate, sell, or toss. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Differentiator] Chat with Cleo:** Conversational AI agent provides context-aware advice on organizing tasks and quick wins. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Cleo - AI Home Organizer occupies a niche in the Utilities category, currently holding a 2.67-star rating across three total ratings. The lack of updates for 184 days suggests a stagnant position compared to active productivity rivals. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with one AI room scan and unlimited manual tasks, Premium tier at $3.99/month or $29.99/year - **Analysis:** The freemium model uses AI-feature gating to push users toward a $3.99/month subscription for unlimited room analysis. ## 🟡 User Sentiment (Medium Confidence: 2 of 2 reviews analyzed) {#user-sentiment} - **Overall Rating:** 2.67/5 - **Platform Split:** iOS 2.7/5 (3 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Automated home organization assistance provides tangible value for users managing kitchen and living room spaces** ### Top Complaints (Impact Areas) - **Missing upload functionality for photos in the AI chat prevents users from utilizing scanning features** ## SWOT Analysis {#swot} **Core Strengths:** - AI-driven room analysis provides a tangible, automated path to decluttering that manual checklists lack **Growth Levers:** - Implementing a functional photo-upload path in the chat interface would resolve the #1 reported blocker to core utility ## Recent Changes (v2 → v3) {#recent-changes} The app remains in a state of total development stagnation, with no functional changes or bug fixes reported since the last analysis. The primary shift is a hardening of the competitive outlook, which now categorizes the six-month silence as a terminal risk to the product's viability. **Overall trend**: Declining **Compared at**: 2026-09-02 ### High-impact changes - **[Shifted] Contrarian outlook hardening** (positioning) - **[Added] Subscription gate audit** (positioning) ### Medium-impact changes - **[Shifted] Threat assessment update** (swot) ## App Momentum (Zombie) {#momentum} - Quiet 6 months, no major updates. > **Cadence:** 1 total versions · 0 majors in last 6 months · 184 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Cleo - AI Home Organizer is an utilities app that is free with in-app purchases. It holds a 2.67/5 rating from 3 reviews. > **Bottom Line:** Restoring the core scanning functionality is the only path to justifying the subscription price, as current technical regressions directly invalidate the premium value proposition. **Best for:** Individuals struggling with home organization who require structured, AI-guided decluttering plans. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Fix the photo-upload path in the chat interface because it is the top-reported blocker to core utility → restore premium value ### Outlook: Declining The home organization market is shifting toward high-frequency, AI-integrated tools that require constant model tuning. Cleo - AI Home Organizer's current maintenance-mode status leaves it exposed to faster-moving rivals, and the lack of functional core features will likely accelerate churn through the next quarter. - 🔴 The 184-day update gap indicates a stalled development cycle, which prevents the app from addressing critical bugs that currently block core features. - 🔴 User frustration over non-functional premium features suggests that the current monetization model is actively damaging the brand's reputation among early adopters. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 2.67/5 | | Total Reviews | 3 | | Sentiment | Mixed (50/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Cleo - AI Home Organizer** (this app) | 2.67/5 | Mixed | The Red Collar Company | | [Sota Connect: Secure Network](https://marlvel.ai/apps/fi-catconnect-sota) | 4.8/5 | N/A | Cat Connect | | [V2Box - V2ray Client](https://marlvel.ai/apps/v2box-v2ray-client) | 4.6/5 | n/a | techlaim | | [avoVPN Desktop](https://marlvel.ai/apps/avovpn-desktop) | N/A/5 | N/A | Avocado VPN Technologies | | [Free VPN by Free VPN .org™](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) | 4.5/5 | Mixed | Free VPN LLC | | [Fusvob VPN : Super VPN 2026](https://marlvel.ai/apps/com-toplinkc-foxexcellent) | 4.5/5 | Mixed | Fuxin Technology | ## Company Profile - **Developer:** The Red Collar Company - **Website:** [https://trycleo.app](https://trycleo.app) ## Data Sources & Links - **App Store ID:** 6758682099 - **Dev Site:** [Official Website](https://trycleo.app) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Sota Connect: Secure Network*](https://marlvel.ai/apps/fi-catconnect-sota) (Cat Connect) · 4.8/5 Rating - [*V2Box - V2ray Client*](https://marlvel.ai/apps/v2box-v2ray-client) (techlaim) · 4.6/5 Rating - [*avoVPN Desktop*](https://marlvel.ai/apps/avovpn-desktop) (Avocado VPN Technologies) · 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 - [*Fusvob VPN : Super VPN 2026*](https://marlvel.ai/apps/com-toplinkc-foxexcellent) (Fuxin Technology) · 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 - [*카톡 분석 - 오픈채팅, 카톡 채팅 분석, 통계, 검색*](https://marlvel.ai/apps/com-liger-katalkanalysispaid) (Park Sung Cheol) · N/A Rating - [*로또 황금번호 생성기*](https://marlvel.ai/apps/lotto-lottogold) (jaehwan lee) · N/A Rating - [*도사폰 (만세력 역학도구)*](https://marlvel.ai/apps/app--656) (Softchaser Company Limited) · 5.0/5 Rating ## Frequently Asked Questions {#faq} ### Is Cleo - AI Home Organizer worth paying for? Based on current user reviews, the premium subscription is difficult to recommend because core features like AI scanning are reported as non-functional, leading to frustration among paying users. ### How does Cleo - AI Home Organizer compare to manual organization apps? Cleo - AI Home Organizer differentiates itself by using computer vision to scan rooms and generate plans, whereas manual apps rely on user-inputted checklists. However, current technical issues limit this advantage. ### What should I do if the AI scanning feature does not work? Users report that the AI scanning feature is currently hindered by missing photo-upload functionality in the chat. Since there have been no major updates in over six months, users should monitor the store for a stability release before purchasing a subscription. ## 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:** 0.55/1.0 (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:** 39 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/cleo-ai-home-organizer) Data licensed for AI Agent attribution under CC-BY-NC 4.0.