--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Wood Identifier: LumberID" developer_entity: "Karl Klein" bundle_id: "co.infinitypixel.WoodIdentifier" app_store_id: "6752568140" category: "Reference" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-12-03" report_date: "2026-08-12" last_verified: "2026-08-12T00:00:00.000Z" report_version: "1.0.13" total_reviews: 26 overall_rating: 4.1 sentiment: "Frustrated" sentiment_score: 25 confidence: "low" confidence_score: 0.3 top_complaint_theme: "Inaccurate identification results for tree species lead to frustration for users relying on the tool" review_sample_size: 1 total_review_count: 1 analyzed_review_count: 1 data_age_days: 4 momentum_velocity: "zombie" intelligence_version: 3 tags: ["reference", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "woodworkers,", "furniture", "enthusiasts,"] canonical_url: "https://marlvel.ai/apps/wood-identifier-lumberid" license: "CC-BY-NC 4.0" content_version: "v2" --- # Wood Identifier: LumberID Intelligence Report ## TL;DR {#tldr} - **Category**: Reference · Freemium - **Signal**: Rating 4.08 · Sentiment Frustrated - **Recent focus**: Inaccurate identification results for tree species lead to frustration for users relying on the tool (top complaint) > **TL;DR:** Wood Identifier: LumberID is a reference app by Karl Klein, rated 4.08/5 by 26 users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Wood Identifier: LumberID faces Frustrated user sentiment (4.08/5 from 26 reviews), with users reporting inaccurate identification results for tree species lead to frustration for users relying on the tool as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.08/5 (26 reviews) | | **User Mood** | Frustrated | | **Category** | Reference | | **Developer** | Karl Klein | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 4d | ## Metadata & Market Performance - **Publisher:** Karl Klein - **Category:** Reference - **Target Audience:** Woodworkers, furniture enthusiasts, and outdoor hobbyists seeking to identify wood species and learn about material properties. - **Platforms:** iOS - **Version Reviewed:** 1.0.13 - **Report Date:** 2026-08-12 - **Signal Count:** 1 review analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 6752568140 - **Bundle ID:** co.infinitypixel.WoodIdentifier - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-08-12 ## Executive Snapshot **What it is:** LumberID is a reference app for iOS that uses photo recognition to identify wood species and provide material properties for hobbyists. **Why users hire it:** Users hire the app to quickly identify wood types for furniture or outdoor projects, but the current accuracy issues prevent it from fulfilling the expert-level promise. ## App DNA (Features & Intent) - **[Differentiator] Instant Wood ID:** Photo-based identification providing common names, scientific names, hardness, and grain patterns. Premium-tier gate: core utility is restricted to drive subscription conversion. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Smart Wood Assistant:** AI-based chat interface for queries regarding wood properties and usage. Premium-tier gate: high-value expert insights serve as a primary paid-conversion lever. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Wood Log:** Personal library for saving identified wood samples with user-added notes and location tracking. Premium-tier gate: personal data storage and reference library functionality encourages long-term retention. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} LumberID maintains a 4.08-star rating across 26 reviews, but the 8-month update gap indicates a lack of competitive momentum in the reference category. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with limited access, Premium subscription required for full access to identification, assistant, and logging features - **Analysis:** Freemium model gates core utility and AI features behind a subscription to monetize professional and hobbyist users. ## 🔴 User Sentiment (Low Confidence: 1 of 1 review analyzed) {#user-sentiment} - **Overall Rating:** 4.08/5 - **Platform Split:** iOS 4.1/5 (26 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.08/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Complaints (Impact Areas) - **Inaccurate identification results for tree species lead to frustration for users relying on the tool** ## SWOT Analysis {#swot} **Core Strengths:** - 21-language number-learning library functions as a B2B distribution barrier into international preschool partnerships **Growth Levers:** - Education partnerships remain an untapped B2B distribution channel ## Recent Changes (v2 → v3) {#recent-changes} The analysis now incorporates a recommendation to sunset the underperforming AI assistant and highlights increased competitive pressure from general-purpose vision tools. **Overall trend**: Declining **Compared at**: 2026-08-12 ### High-impact changes - **[Added] New competitive threat** (swot) - **[Shifted] AI Assistant status** (features) ### Medium-impact changes - **[Added] Inconsistent SWOT entries** (swot) ## What's New - **Latest (v1.0.13, 8 months ago):** Improved result accuracy and reduced randomness. ## App Momentum (Zombie) {#momentum} - Last major release eight months ago - Ships no new features recently > **Cadence:** 1 total versions · 0 majors in last 6 months · 251 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Wood Identifier: LumberID is a reference app that is free with in-app purchases. It holds a 4.08/5 rating from 26 reviews. > **Bottom Line:** LumberID provides a niche utility for wood enthusiasts, but the core identification engine fails to meet user expectations, so the PM must prioritize model accuracy over feature expansion to prevent long-term churn. **Best for:** Woodworkers, furniture enthusiasts, and outdoor hobbyists seeking to identify wood species and learn about material properties. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Audit identification engine accuracy because users report incorrect tree identification → reduce churn ### Outlook: Declining The market for specialized identification tools is consolidating around high-accuracy, AI-native platforms. LumberID's lack of recent feature investment and reported accuracy issues suggest it is losing the ability to retain users, so the PM must pivot to a more reliable model or risk total abandonment. - 🔴 Persistent identification errors in the latest release indicate the core model is not scaling, which compounds the churn risk. - 🔴 The 8-month update gap suggests the product is in maintenance mode, leaving it exposed to faster-moving AI-native competitors. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.08/5 | | Total Reviews | 26 | | Sentiment | Frustrated (25/100) | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Wood Identifier: LumberID** (this app) | 4.08/5 | Frustrated | Karl Klein | | [올어바웃성경](https://marlvel.ai/apps/com-allabout-bibleapp) | 5.0/5 | N/A | Gilju Lee | | [Hallow: Prayer & Meditation](https://marlvel.ai/apps/hallow-prayer-meditation) | 4.7/5 | n/a | Hallow, Inc. | | [고려대 한국어 속담 사전](https://marlvel.ai/apps/app--428) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [우리말 의학사전](https://marlvel.ai/apps/app--427) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [공인중개사 용어사전](https://marlvel.ai/apps/app--429) | N/A/5 | N/A | DaolSoft, Co., Ltd. | ## Company Profile - **Developer:** Karl Klein ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/wood-identifier-lumberid/id6752568140?uo=4) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*올어바웃성경*](https://marlvel.ai/apps/com-allabout-bibleapp) (Gilju Lee) · 5.0/5 Rating - [*Hallow: Prayer & Meditation*](https://marlvel.ai/apps/hallow-prayer-meditation) (Hallow, Inc.) · 4.7/5 Rating - [*고려대 한국어 속담 사전*](https://marlvel.ai/apps/app--428) (DaolSoft, Co., Ltd.) · N/A Rating - [*우리말 의학사전*](https://marlvel.ai/apps/app--427) (DaolSoft, Co., Ltd.) · N/A Rating - [*공인중개사 용어사전*](https://marlvel.ai/apps/app--429) (DaolSoft, Co., Ltd.) · N/A Rating - [*브리태니커 콘사이스 백과사전*](https://marlvel.ai/apps/app--425) (DaolSoft, Co., Ltd.) · N/A Rating - [*100 Radio Hrvatska (HR) : Vijesti, glazba, Nogomet*](https://marlvel.ai/apps/100-radio-hrvatska-hr-vijesti-glazba-nogomet) (Thomas Gesland) · 1.0/5 Rating - [*100 US Citizenship Test Questions 2017*](https://marlvel.ai/apps/100-us-citizenship-test-questions-2017) (Andrey Fetisov) · 4.7/5 Rating - [*١٠١ پرسیار لە زانستی قورئان*](https://marlvel.ai/apps/app--952) (Abdulwahab F. Omar) · 5.0/5 Rating - [*112 Bible Maps + Commentaries*](https://marlvel.ai/apps/com-biblestudypro-112biblemaps) (Sand Apps Inc.) · 3.5/5 Rating ## 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:** 0.3/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 1 - **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:** 4 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/wood-identifier-lumberid) Data licensed for AI Agent attribution under CC-BY-NC 4.0.