--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Paint by Number: Coloring Game" developer_entity: "Wildlife Studios" bundle_id: "com.fungames.colorfybynumber" app_store_id: "1434442244" google_play_id: "com.oakever.paintbynumber" category: "Games" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-04-23" report_date: "2026-05-07" report_version: "3.17.0" total_reviews: 99335 overall_rating: 4.84 sentiment: "Mixed" sentiment_score: 65 confidence: "high" confidence_score: 0.9 top_praise_theme: "Relaxing coloring mechanics provide a calming daily habit for long-term users" top_complaint_theme: "False advertising regarding offline play and ad-free experience causes user frustration" top_request_theme: "Addition of simpler coloring templates to accommodate younger children" review_sample_size: 113 total_review_count: 113 analyzed_review_count: 100 data_age_days: 9 momentum_velocity: "active" intelligence_version: 3 nemesis: "Happy Color by Numbers Game" competitor_count: 6 tags: ["games", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "casual", "gamers", "enthusiasts"] canonical_url: "https://marlvel.ai/intel-report/games/paint-by-number-coloring-game" license: "CC-BY-NC 4.0" content_version: "v2" last_verified: "2026-05-07T13:37:36.795Z" --- # Paint by Number: Coloring Game App Audit ## TL;DR {#tldr} - **Category**: Games · Freemium - **Signal**: Rating 4.84 · Sentiment Mixed - **Recent focus**: False advertising regarding offline play and ad-free experience causes user frustration (top complaint) · Relaxing coloring mechanics provide a calming daily habit for long-term users (top praise) · Addition of simpler coloring templates to accommodate younger children (top request) > **TL;DR:** Paint by Number: Coloring Game is a games app by Wildlife Studios, rated 4.84/5 by 99.3K users, with Mixed user sentiment (65/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Paint by Number: Coloring Game shows Mixed sentiment (4.84/5 from 99.3K reviews) — users praise relaxing coloring mechanics provide a calming daily habit for long-term users but report issues with false advertising regarding offline play and ad-free experience causes user frustration. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.84/5 (99.3K reviews) | | **User Mood** | Mixed | | **Category** | Games | | **Developer** | Wildlife Studios | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.9/1.0) | | **Data Age** | 0d | ## Metadata & Market Performance - **Publisher:** Wildlife Studios - **Category:** Games - **Target Audience:** Casual gamers and art enthusiasts seeking a relaxing, low-stress creative activity. - **Platforms:** iOS & Android - **Version Audited:** 3.17.0 - **Audit Date:** 2026-05-07 - **Signal Count:** 113 reviews analyzed - **Confidence:** High (0.9/1.0) - **App Store ID (iOS):** 1434442244 - **Bundle ID:** com.fungames.colorfybynumber - **Google Play ID:** com.oakever.paintbynumber - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-05-07 - **Short Description:** So relaxing color by number game, I can't stop playing it! ## Executive Snapshot **What it is:** Paint by Number is a casual coloring and puzzle game for mobile users, featuring a number-guided interface and a library of 30,000+ images. **Why users hire it:** Users hire the app for low-stakes creative relaxation, using the number-matching mechanic to create a consistent daily decompression habit. ## App DNA (Features & Intent) - **[Standard] Number-Guided Coloring:** Tap-to-fill interface mapping specific color palettes to numbered segments. * *User Intent:* Users need clear guidance to understand and adopt the product quickly. - **[Differentiator] Premium Art Library:** Access to 30,000+ curated coloring pictures. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Story-Driven Coloring:** Narrative-based coloring progression unlocking sequential story chapters. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} The app maintains a high 4.83 rating, but the limited 113-review sample size suggests a fragile user base following the latest update. The high rating contrasts with specific complaints about ad-frequency, signaling that monetization is currently outpacing user tolerance. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with ad-supported gameplay, Premium subscription for full content access - **Analysis:** Freemium model utilizes ad-supported play for the free tier and subscription gates for content library access. ## 🟡 User Sentiment (High Confidence: 100 of 113 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.84/5 - **Platform Split:** iOS 4.8/5 (96.4K ratings) | Android 4.8/5 (2.9K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Relaxing coloring mechanics provide a calming daily habit for long-term users** ### Top Complaints (Impact Areas) - **False advertising regarding offline play and ad-free experience causes user frustration** ### Top Requests (What Users Want) - **Addition of simpler coloring templates to accommodate younger children** ## SWOT Analysis {#swot} **Core Strengths:** - 30,000+ image library creates high content-variety retention - Story-driven progression creates a long-term habit loop **Critical Frictions:** - Aggressive ad-cadence drives high-frequency user churn - Offline-play marketing discrepancy triggers negative sentiment **Growth Levers:** - Untapped B2B partnerships for educational coloring content - Wearable integration for mindfulness-focused user segments **Market Threats:** - Zen Color's ad-light UX siphons relaxation-seeking users - Happy Color's daily content cadence outpaces current updates ## Recent Changes (v2 → v3) {#recent-changes} The app transitioned to a freemium model and introduced narrative-based features, but now faces significant user pushback regarding ad-monetization and offline-play discrepancies. **Overall trend**: Mixed **Compared at**: 2026-05-07 ### High-impact changes - **[Shifted] Freemium Model Adoption** (pricing) — Pricing model changed from subscription-only to freemium, introducing ad-supported gameplay for the free tier. - **[Declined] New Friction Points** (sentiment) — User sentiment now includes complaints about false advertising regarding offline play and excessive ad frequency. ### Medium-impact changes - **[Added] Story-Driven Coloring** (features) — Introduced narrative-based coloring progression as a new differentiator feature. - **[Added] Competitive Threats** (swot) — Added specific threats from Zen Color (ad-light UX) and Happy Color (content cadence) to the SWOT analysis. ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Paint by Number: Coloring Game vs Happy Color by Numbers Game — Head to Head - **[Happy Color by Numbers Game](https://marlvel.ai/intel-report/games/happy-color-by-numbers-game)** by X-Flow: This app is the dominant market leader in the exact same color-by-number niche with massive scale and consistent update velocity. - **Moat strength:** High — sustainable advantage over 12 months - **Key differences:** - Maintains a massive library of daily updated content that creates a strong habit-forming retention loop - Offers a highly polished social sharing integration that turns individual coloring sessions into viral content - Utilizes a sophisticated subscription model that gates premium artwork while keeping the core experience accessible - **Where Paint by Number: Coloring Game wins:** - ✅ Focuses on a more streamlined, minimalist UI that reduces cognitive load for casual coloring users - ✅ Provides a more curated selection of artist-crafted masterpieces compared to the broader, high-volume library approach - **Where Happy Color by Numbers Game wins:** - ❌ Leverages a massive, established user base to drive superior algorithmic recommendations for new coloring content - ❌ Features a more aggressive content release cadence that keeps the daily user experience feeling fresh - **Verdict:** The target app must pivot toward community-driven features or exclusive artist partnerships to differentiate from the sheer content volume of this nemesis. ### Contenders (Strong Challengers) - **[Pixel Art － Color by Number](https://marlvel.ai/intel-report/games/com-europosit-pixelcoloring)** by Easybrain Ltd [Moat: Medium]: A major player in the coloring niche that successfully differentiates through a distinct pixel-art aesthetic. - Specializes in a distinct pixel-art aesthetic that appeals to a specific retro-gaming and nostalgia-driven audience - Integrates advanced tools like a camera-to-pixel-art converter that allows users to create custom coloring pages - **[Zen Color - Color By Number](https://marlvel.ai/intel-report/games/happy-paint-color-coloring-number)** by Oakever Games [Moat: Medium]: Directly competes in the coloring niche with a strong emphasis on relaxation and mindfulness-based UX. - Positions the product as a mindfulness tool with calming soundscapes and minimalist interface design choices - Prioritizes a 'zen' user experience by removing aggressive ad interruptions during the core coloring flow ### Peers (What They Do Better) - **[Jigsawscapes® - Jigsaw Puzzles](https://marlvel.ai/intel-report/games/com-banana-jigsaw)** by Oakever Games: Shares the same casual puzzle category and high-frequency update model, though the core mechanic is jigsaw-based. - Implements a high-velocity release schedule for new puzzle packs to maintain daily active user engagement - Uses a sophisticated progress-tracking system that gamifies the completion of complex, multi-piece jigsaw puzzles - **[CodyCross: Crossword Puzzles](https://marlvel.ai/intel-report/games/com-fanatee-cody)** by Fanatee: A major casual gaming peer that utilizes a thematic world-building narrative to differentiate standard word puzzles. - Wraps standard crossword mechanics in a narrative-driven world exploration theme to increase long-term player retention - Employs a unique 'word-reveal' mechanic that provides immediate feedback to keep players in a flow state ### New Kids on the Block (What's Innovative) - **[Paint.ly: Color by Number](https://marlvel.ai/intel-report/entertainment/paint-ly-color-by-number)** by Picfun, Inc.: Shows high operational velocity with 11 releases in the last six months, indicating aggressive feature iteration. ## What's New - **Latest (v5.1.0, 3 weeks ago):** Introduced 'Paint by Number' game mode and added a subscription restore feature in the Help Center. ## App Momentum (Active) {#momentum} - Shipped restoration feature for subscriptions. - Added new image content library. > **Cadence:** 5 total versions · 2 majors in last 6 months · 13 days since last update · 11 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Paint by Number: Coloring Game is an established games app that is free with in-app purchases. With a 4.84/5 rating from 99.3K reviews, it shows polarized user reception. > **Bottom Line:** PBN retains users through a massive content library, but aggressive ad-monetization and misleading offline-play claims erode trust, so the PM must prioritize ad-cadence auditing to prevent churn to ad-light rivals. **Best for:** Casual gamers and art enthusiasts seeking a relaxing, low-stress creative activity. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] [HIGH IMPACT] Audit ad-frequency triggers because high-frequency complaints are the #1 churn driver → stabilize rating baseline. — *Sentiment analysis identifies excessive ad frequency as a primary cause for negative ratings.* _(trade-off: deprioritize Pause new content library expansion — ad-retention has higher immediate impact on churn than library volume.)_ - [ ] [MAINTAIN] [MEDIUM IMPACT] Correct offline-play marketing copy because false advertising claims drive 1★ reviews → reduce refund surge. — *Users report frustration specifically regarding the mismatch between advertised offline features and actual connectivity requirements.* _(trade-off: deprioritize Same-quarter capacity available — no major lever displaced.)_ ### Feature Gaps vs Competitors - Ad-light core experience (available in Zen Color but missing here) ### Outlook: Mixed The casual coloring market is consolidating around ad-light experiences, leaving PBN exposed to rivals that prioritize user flow over immediate ad-impression volume. The PM must pivot from aggressive monetization to retention-focused UX to prevent the current sentiment drag from eroding the user base. - 🔴 The discrepancy between marketed offline features and actual connectivity requirements drives churn, which compounds the rating drag already visible on Android. - 🟢 The latest release added restoration features for subscriptions, showing active maintenance of the core revenue-generating infrastructure. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.84/5 | | Total Reviews | 99.3K | | Sentiment | Mixed (65/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Paint by Number: Coloring Game** (this app) | 4.84/5 | Mixed | Wildlife Studios | | [Jigsawscapes® - Jigsaw Puzzles](https://marlvel.ai/intel-report/games/com-banana-jigsaw) | 4.7/5 | Mixed | Oakever Games | | [CodyCross: Crossword Puzzles](https://marlvel.ai/intel-report/games/com-fanatee-cody) | 4.7/5 | Mixed | Fanatee | | [Happy Color by Numbers Game](https://marlvel.ai/intel-report/games/happy-color-by-numbers-game) | 4.9/5 | Excited | X-Flow | | [Paint.ly: Color by Number](https://marlvel.ai/intel-report/entertainment/paint-ly-color-by-number) | 4.9/5 | N/A | Picfun, Inc. | | [Pixel Art － Color by Number](https://marlvel.ai/intel-report/games/com-europosit-pixelcoloring) | 4.7/5 | Mixed | Easybrain Ltd | ## Company Profile - **Developer:** Wildlife Studios - **Website:** [https://fungames-forfree.com/](https://fungames-forfree.com/) - **Social:** [Instagram](https://www.instagram.com/WildlifeStudios) · [Facebook](https://www.facebook.com/Wildlife-Studios-168539526551930/?ref=py_c) · [X/Twitter](https://twitter.com/wildlifestudios) · [YouTube](https://www.youtube.com/channel/UCgYHGkTMJ6iInwyNWOCmbkA) · [LinkedIn](https://www.linkedin.com/company/wildlife-studios) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/paint-by-number-coloring-game/id1434442244?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.oakever.paintbynumber&hl=en&gl=us) - **Dev Site:** [Official Website](https://fungames-forfree.com/) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Jigsawscapes® - Jigsaw Puzzles*](https://marlvel.ai/intel-report/games/com-banana-jigsaw) (Oakever Games) — 4.7/5 Rating | Mixed Sentiment - [*CodyCross: Crossword Puzzles*](https://marlvel.ai/intel-report/games/com-fanatee-cody) (Fanatee) — 4.7/5 Rating | Mixed Sentiment - [*Happy Color by Numbers Game*](https://marlvel.ai/intel-report/games/happy-color-by-numbers-game) (X-Flow) — 4.9/5 Rating | Positive Sentiment - [*Paint.ly: Color by Number*](https://marlvel.ai/intel-report/entertainment/paint-ly-color-by-number) (Picfun, Inc.) — 4.9/5 Rating | N/A Sentiment - [*Pixel Art － Color by Number*](https://marlvel.ai/intel-report/games/com-europosit-pixelcoloring) (Easybrain Ltd) — 4.7/5 Rating | Mixed Sentiment - [*Zen Color - Color By Number*](https://marlvel.ai/intel-report/games/happy-paint-color-coloring-number) (Oakever Games) — 4.8/5 Rating | N/A Sentiment - [*Royal Match*](https://marlvel.ai/intel-report/games/royal-match) (Dream Games) — 4.7/5 Rating | Negative Sentiment - [*Stumble Guys*](https://marlvel.ai/intel-report/games/stumble-guys) (Scopely, Inc.) — 4.5/5 Rating | Mixed Sentiment - [*Hole.io*](https://marlvel.ai/intel-report/games/hole-io) (Voodoo) — 3.8/5 Rating | Terrible Sentiment - [*Temple Run*](https://marlvel.ai/intel-report/games/temple-run) (Imangi Studios, LLC) — 4.3/5 Rating | Positive 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:** 0.9/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 113 - **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:** 0 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/games/paint-by-number-coloring-game) Data licensed for AI Agent attribution under CC-BY-NC 4.0.