---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Wood Identifier: AI Scanner"
developer_entity: "RetainAI Limited"
bundle_id: "com.rowanharmon.woodidentifier"
app_store_id: "6754718067"
category: "Productivity"
primary_platform: "ios"
primary_monetization: "Free"
offline_capable: false
market_region: "US"
platforms: "iOS"
app_last_updated: "2026-05-03"
report_date: "2026-08-12"
last_verified: "2026-08-12T00:00:00.000Z"
report_version: "1.0.8"
total_reviews: 45
overall_rating: 4.1
sentiment: "Upset"
sentiment_score: 12
confidence: "low"
confidence_score: 0.35
top_complaint_theme: "The AI scanner consistently provides incorrect species identification for common wood types across multiple attempts"
review_sample_size: 5
total_review_count: 5
analyzed_review_count: 5
data_age_days: 4
momentum_velocity: "maintenance"
intelligence_version: 3
tags: ["productivity", "free", "upset sentiment", "mobile app", "app review", "app analysis", "furniture", "makers,", "carpenters,"]
canonical_url: "https://marlvel.ai/apps/wood-identifier-ai-scanner"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

# Wood Identifier: AI Scanner Intelligence Report

## TL;DR {#tldr}

- **Category**: Productivity · Free
- **Signal**: Rating 4.13 · Sentiment Upset
- **Recent focus**: The AI scanner consistently provides incorrect species identification for common wood types across multiple attempts (top complaint)

> **TL;DR:** Wood Identifier: AI Scanner is a productivity app by RetainAI Limited, rated 4.13/5 by 45 users, with Upset user sentiment (12/100), available on iOS.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Wood Identifier: AI Scanner faces Upset user sentiment (4.13/5 from 45 reviews), with users reporting the ai scanner consistently provides incorrect species identification for common wood types across multiple attempts as the primary concern.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 4.13/5 (45 reviews) |
| **User Mood** | Upset |
| **Category** | Productivity |
| **Developer** | RetainAI Limited |
| **Pricing** | Free |
| **Platforms** | iOS |
| **Confidence** | Low (0.35/1.0) |
| **Data Age** | 4d |

## Metadata & Market Performance
- **Publisher:** RetainAI Limited
- **Category:** Productivity
- **Target Audience:** Furniture makers, carpenters, hobbyists, and nature enthusiasts seeking technical information about wood materials.
- **Platforms:** iOS
- **Version Reviewed:** 1.0.8
- **Report Date:** 2026-08-12
- **Signal Count:** 5 reviews analyzed
- **Confidence:** Low (0.35/1.0)
- **App Store ID (iOS):** 6754718067
- **Bundle ID:** com.rowanharmon.woodidentifier
- **Performance Trend:** Declining
- **Data Window:** Analysis based on signals collected up to 2026-08-12

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Wood Identifier: AI Scanner is a productivity tool for wood identification and technical material research on iOS.
**Why users hire it:** Users hire the app to instantly identify wood species and access technical properties for woodworking projects, but the current model failure prevents this job-to-be-done.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] Instant Wood Detection:** Image recognition identifies wood species from user-uploaded photos.
- **[Differentiator] AI Chat Support:** Conversational interface provides expert-level answers regarding wood types, finishes, and sustainability.
  * *User Intent:* Users seek enhanced value through premium features.
- **[Standard] Material Property Database:** Provides technical specifications including density, hardness, and regional origin for identified wood.
  * *User Intent:* Users seek enhanced value through premium features.
<!-- /section:features -->

<!-- section:market-position -->
## Market Position {#market-position}

The app maintains a 4.13 rating across 45 reviews, but the high volume of refund requests suggests the current user base is dissatisfied with the core identification performance.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Free
- **Tiers:** Free to download and use
- **Analysis:** The app is currently free to use with no explicit subscription or IAP tiers mentioned in the store metadata.

<!-- section:sentiment -->
## 🔴 User Sentiment (Low Confidence: 5 of 5 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.13/5
- **Platform Split:** iOS 4.1/5 (45 ratings)
- **Overall Sentiment:** Upset
- **Note:** The 4.13/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Complaints (Impact Areas)

- **The AI scanner consistently provides incorrect species identification for common wood types across multiple attempts**

<!-- /section:sentiment -->
<!-- section:swot -->
## SWOT Analysis {#swot}

**Core Strengths:**
- AI chat assistant provides expert-level technical context for woodworking

**Growth Levers:**
- Expand regional wood databases to improve identification accuracy for local users


<!-- /section:swot -->
## Recent Changes (v2 → v3) {#recent-changes}

The intelligence update highlights an escalation in risk, specifically identifying potential store-level enforcement actions as a threat, while refining the pivot strategy to focus on regional dataset integration.

**Overall trend**: Declining
**Compared at**: 2026-08-12

### High-impact changes
- **[Added] Store-level enforcement threat** (swot)

### Medium-impact changes
- **[Shifted] Refined pivot strategy** (swot)
- **[Declined] Increased viability risk** (positioning)

<!-- section:whats-new -->
## What's New

- **Latest (v1.0.8, 3 months ago):** Improved AI scanner model accuracy and general bug fixes.
<!-- /section:whats-new -->

<!-- section:momentum -->
## App Momentum (Maintenance) {#momentum}

- Ships bug fixes at 14-week cadence.
- Latest release improved AI model accuracy.

> **Cadence:** 1 total versions · 0 majors in last 6 months · 100 days since last update

<!-- /section:momentum -->

<!-- section:so-what -->
## The "So What?" (Strategic Takeaway) {#so-what}

Wood Identifier: AI Scanner is a productivity app that is completely free.
It holds a 4.13/5 rating from 45 reviews.

<!-- speakable-start -->
> **Bottom Line:** Wood Identifier: AI Scanner fails to deliver on its core value proposition of accurate species detection, because the model lacks regional context and consistent performance, so the developer must prioritize model training over chat features to prevent total churn.
<!-- speakable-end -->

**Best for:** Furniture makers, carpenters, hobbyists, and nature enthusiasts seeking technical information about wood materials.

<!-- section:pm-actions -->
### PM Action Plan (Next Best Moves)

- [ ] [PIVOT] Rebuild identification model with regional datasets because current inaccuracy drives refund requests → reduce churn
<!-- /section:pm-actions -->

<!-- section:outlook -->
### Outlook: Declining

The market for technical identification tools is shifting toward high-accuracy, region-specific models. Wood Identifier: AI Scanner remains exposed because its current model performance does not meet the baseline requirements for professional or hobbyist use, so the app faces a high risk of being replaced by more accurate alternatives.

- 🔴 The core identification feature consistently provides incorrect results, which drives high refund requests and erodes user trust in the product.
- 🔴 Maintenance-mode update cadence (14 weeks) leaves the app unable to address critical model accuracy complaints, accelerating the churn of the professional user base.
<!-- /section:outlook -->

<!-- /section:so-what -->

<!-- section:metrics -->
## Key Metrics Summary

| Metric | Value |
| :--- | :--- |
| Overall Rating | 4.13/5 |
| Total Reviews | 45 |
| Sentiment | Upset (12/100) |
| Confidence | Low |
| Pricing Model | Free |
| Platforms | iOS |
| Key Features | 3 analyzed |
| Trend | Declining |
| Outlook | Declining |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Wood Identifier: AI Scanner** (this app) | 4.13/5 | Upset | RetainAI Limited |
| [Mitsu: AI Life Coach](https://marlvel.ai/apps/mitsu-ai-life-coach) | N/A/5 | N/A | C2 Insights |
| [ChatGPT](https://marlvel.ai/apps/chatgpt) | 4.8/5 | n/a | OpenAI OpCo, LLC |
| [HitWave](https://marlvel.ai/apps/ciendor-applications-hitwave) | 2.6/5 | Mixed | Ciendor Holdings Corp. LTD |
| [Pattrn - Discipline Tracker](https://marlvel.ai/apps/pattrn-discipline-tracker) | 4.8/5 | Thrilled | Pedro Schott |
| [SpaceDesk App](https://marlvel.ai/apps/spacedesk-app) | N/A/5 | N/A | Hawsabah |

## Company Profile
- **Developer:** RetainAI Limited

## Data Sources & Links
- **App Store:** [View on Apple Store](https://apps.apple.com/us/app/wood-identifier-ai-scanner/id6754718067?uo=4)
- **Sources:** App store metadata, User reviews.

## Related Intel Reports
- [*Mitsu: AI Life Coach*](https://marlvel.ai/apps/mitsu-ai-life-coach) (C2 Insights) · N/A Rating
- [*ChatGPT*](https://marlvel.ai/apps/chatgpt) (OpenAI OpCo, LLC) · 4.8/5 Rating
- [*HitWave*](https://marlvel.ai/apps/ciendor-applications-hitwave) (Ciendor Holdings Corp. LTD) · 2.6/5 Rating
- [*Pattrn - Discipline Tracker*](https://marlvel.ai/apps/pattrn-discipline-tracker) (Pedro Schott) · 4.8/5 Rating | Excellent Sentiment
- [*SpaceDesk App*](https://marlvel.ai/apps/spacedesk-app) (Hawsabah) · N/A Rating
- [*한음달-한국인에게 꼭 맞는 음력달력, 캘린더*](https://marlvel.ai/apps/app--103) (YunaSoft Inc.) · 4.6/5 Rating
- [*바로메모 - 매일 바로 작성하는 메모장*](https://marlvel.ai/apps/cswpd-memo) (SuWon Choi) · N/A Rating
- [*근로장려금 알리미 - 신청, 기준, 금액계산 가이드*](https://marlvel.ai/apps/com-swing2app-v3-d83e9bb95c05347f59ad81dea3b925ebf) (SY Company) · 3.8/5 Rating
- [*통화관리솔루션 (부평구청용)*](https://marlvel.ai/apps/byto-bupyeong) (BYTO) · N/A Rating
- [*시외버스터미널 예매가이드 - 시간표*](https://marlvel.ai/apps/com-rewd-metopcrent) (Multisoft app) · 4.1/5 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:** 0.35/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 5
- **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-ai-scanner)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.