Cleo - AI Home Organizer

Cleo - AI Home Organizer

By The Red Collar Company

Cleo - AI Home Organizer is a computer-vision-based utility for iOS that generates personalized decluttering plans and tracks household inventory.

The App DNA

What makes this app unique?

The app removes the cognitive load of manual home organization by providing automated, room-specific tasks that replace generic, overwhelming checklists.

For Individuals struggling with home organization who require structured, AI-guided decluttering plans.

What does it look like?

Key features

AI Room Scanningedge

Camera-based computer vision identifies items in a room to generate a decluttering plan.

Inventory Trackingstandard

Photo-based cataloging of belongings with status tagging for keep, donate, sell, or toss.

Chat with Cleoedge

Conversational AI agent provides context-aware advice on organizing tasks and quick wins.

How much does it cost?

freemiumFree tier with one AI room scan and unlimited manual tasksPremium tier at $3.99/month or $29.99/year

The freemium model uses AI-feature gating to push users toward a $3.99/month subscription for unlimited room analysis.

Velocity

Dormant developmentopaqueShow more...

Cleo - AI Home Organizer has seen no development activity for over six months. With only a single version release in the observed window and no updates since March 2026, the app is currently in a state of stagnation. There is no evidence of ongoing feature development, bug fixes, or live operations to support the platform.

See all version history

Who built it?

The Red Collar Company

4 apps tracked · Utilities

Lull - Sleep SoundsLull - Sleep SoundsWTHR - Weather with AuraWTHR - Weather with AuraTwoFace: Dual Camera RecorderTwoFace: Dual Camera Recorder
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User Sentiment

What do users think recently?

Recent user voice shows a mixed sentiment. Users appreciate automated home organization assistance provides tangible value for users managing kitchen and living room spaces.

How are ratings & reviews evolving?

App Store
2.67 · 3

What users say, by theme

What Users Love
  • Automated home organization assistance provides tangible value for users managing kitchen and living room spaces
What Frustrates Users
  • Missing upload functionality for photos in the AI chat prevents users from utilizing scanning features

2 of 2 recent reviews analyzed · limited sample

Read the full review analysis

Competition

Competitive landscape for Cleo - AI Home Organizer

How's the Utilities market?

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.

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The rivals identified

Unlock the deeper market read.

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The Analyst's Read

Key takeaways for Cleo - AI Home Organizer

Where is it heading?

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.

The SWOT

Core Strengths
  • AI-driven room analysis provides a tangible, automated path to decluttering that manual checklists lack
Critical Frictions 1 weakness inside
Growth Levers
  • Implementing a functional photo-upload path in the chat interface would resolve the #1 reported blocker to core utility
Market Threats 1 threat identified

Next best moves

1 Pivot · 1 Maintain

Fix the photo-upload path in the chat interface because it is the top-reported blocker to core utility → restore premium value

+ 1 more prioritized move

The counter-intuitive read

The lack of updates is not just a…

Read the full take

Since the last report: 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.

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.

Unlock 1 critical friction, 1 market threat, 1 more prioritized move and the analyst’s take.

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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.

Sources

  1. [1] App Store

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Cleo - AI Home Organizer, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

What's new

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.

shifted

Threat assessment update

shifted

Contrarian outlook hardening

added

Subscription gate audit

Cite this report

Marlvel.ai. “Cleo - AI Home Organizer Intelligence Report.” Updated Sep 2, 2026. https://marlvel.ai/apps/cleo-ai-home-organizer

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