---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "Butterfly Identifier AI Bug ID"
developer_entity: "Aleksa Srpsko"
bundle_id: "com.but.but"
app_store_id: "6741929131"
category: "Utilities"
primary_platform: "ios"
primary_monetization: "Subscription"
offline_capable: false
market_region: "US"
platforms: "iOS"
app_last_updated: "2025-03-02"
report_date: "2026-08-13"
last_verified: "2026-08-13T00:00:00.000Z"
report_version: "1.0"
total_reviews: 3
overall_rating: 2.7
sentiment: "Frustrated"
sentiment_score: 25
confidence: "low"
confidence_score: 0.3
top_complaint_theme: "Mandatory subscription requirements prevent users from accessing basic functionality within the current app version"
review_sample_size: 1
total_review_count: 1
analyzed_review_count: 1
data_age_days: 3
momentum_velocity: "zombie"
intelligence_version: 3
tags: ["utilities", "subscription", "frustrated sentiment", "mobile app", "app review", "app analysis", "nature", "enthusiasts,", "researchers,"]
canonical_url: "https://marlvel.ai/apps/butterfly-identifier-ai-bug-id"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

# Butterfly Identifier AI Bug ID Intelligence Report

## TL;DR {#tldr}

- **Category**: Utilities · Subscription
- **Signal**: Rating 2.67 · Sentiment Frustrated
- **Recent focus**: Mandatory subscription requirements prevent users from accessing basic functionality within the current app version (top complaint)

> **TL;DR:** Butterfly Identifier AI Bug ID is a utilities app by Aleksa Srpsko, rated 2.67/5 by 3 users, with Frustrated user sentiment (25/100), available on iOS.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** Butterfly Identifier AI Bug ID faces Frustrated user sentiment (2.67/5 from 3 reviews), with users reporting mandatory subscription requirements prevent users from accessing basic functionality within the current app version as the primary concern.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 2.67/5 (3 reviews) |
| **User Mood** | Frustrated |
| **Category** | Utilities |
| **Developer** | Aleksa Srpsko |
| **Pricing** | Subscription |
| **Platforms** | iOS |
| **Confidence** | Low (0.3/1.0) |
| **Data Age** | 3d |

## Metadata & Market Performance
- **Publisher:** Aleksa Srpsko
- **Category:** Utilities
- **Target Audience:** Nature enthusiasts, researchers, and hobbyist butterfly watchers.
- **Platforms:** iOS
- **Version Reviewed:** 1.0
- **Report Date:** 2026-08-13
- **Signal Count:** 1 review analyzed
- **Confidence:** Low (0.3/1.0)
- **App Store ID (iOS):** 6741929131
- **Bundle ID:** com.but.but
- **Performance Trend:** Declining
- **Data Window:** Analysis based on signals collected up to 2026-08-13

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** Butterfly Identifier AI is a mobile utility that uses image recognition to identify butterfly species for nature enthusiasts.
**Why users hire it:** Users hire this app to learn about butterfly characteristics and habitats, but the current paywall prevents them from verifying the AI's accuracy before subscribing.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] AI Image Recognition:** Identifies butterfly species from user-uploaded photos. Revenue link: Premium-tier gate ($4.99/week) restricts results.
  * *User Intent:* Users seek enhanced value through premium features.
- **[Standard] Species Database:** Provides scientific classification, wingspan, and habitat data. Revenue link: Premium-tier gate ($4.99/week) restricts content.
  * *User Intent:* Users seek enhanced value through premium features.
- **[Standard] Personal Collection:** Saves identified entries to a history log. Revenue link: Retention loop encourages repeat usage.
<!-- /section:features -->

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

The app currently holds a 2.67 rating from 3 reviews, signaling significant friction with the current monetization model.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Subscription
- **Tiers:** Premium tier at $4.99 per week
- **Analysis:** Subscription model anchored at $4.99 per week, gating core identification and educational features.

<!-- section:sentiment -->
## 🔴 User Sentiment (Low Confidence: 1 of 1 review analyzed) {#user-sentiment}
- **Overall Rating:** 2.67/5
- **Platform Split:** iOS 2.7/5 (3 ratings)
- **Overall Sentiment:** Frustrated

### Top Complaints (Impact Areas)

- **Mandatory subscription requirements prevent users from accessing basic functionality within the current app version**

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

**Core Strengths:**
- AI-powered image recognition provides a specialized utility for nature hobbyists.
- Personal collection log creates a potential retention loop for repeat users.

**Growth Levers:**
- Implementing a freemium model could lower the barrier to entry and improve conversion.
- Expanding the database to include broader insect species could increase utility.


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

The app remains in a zombie state with no feature or pricing changes, though the intelligence report now explicitly incorporates the 17-month development silence into the SWOT and outlook assessments.

**Overall trend**: Declining
**Compared at**: 2026-08-13

### High-impact changes
- **[Added] Expanded SWOT Analysis** (swot)

### Medium-impact changes
- **[Shifted] Review Volume Increase** (sentiment)
- **[Shifted] Outlook Narrative Update** (positioning)

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

- No updates for 17 months.

> **Cadence:** 1 total versions · 0 majors in last 6 months · 528 days since last update

<!-- /section:momentum -->

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

Butterfly Identifier AI Bug ID is an utilities app.
It holds a 2.67/5 rating from 3 reviews.

<!-- speakable-start -->
> **Bottom Line:** Butterfly Identifier AI offers a specialized recognition tool, but its restrictive $4.99/week paywall prevents user adoption, so the PM should pivot to a freemium model to allow evaluation before purchase.
<!-- speakable-end -->

**Best for:** Nature enthusiasts, researchers, and hobbyist butterfly watchers.

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

- [ ] [PIVOT] Pivot to a freemium model because the current paywall is the top complaint → improve conversion
<!-- /section:pm-actions -->

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

The market for nature identification tools is shifting toward freemium models that prioritize user acquisition through accessible core features. Butterfly Identifier AI's current posture is exposed: its rigid paywall and lack of development will likely lead to continued rating erosion and user abandonment in the coming quarters.

- 🔴 The lack of updates for 17 months signals the product is in maintenance mode, which limits its ability to compete with active rivals.
- 🔴 Negative sentiment regarding the subscription wall indicates that the current monetization model is actively repelling potential users.
<!-- /section:outlook -->

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

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

| Metric | Value |
| :--- | :--- |
| Overall Rating | 2.67/5 |
| Total Reviews | 3 |
| Sentiment | Frustrated (25/100) |
| Confidence | Low |
| Pricing Model | Subscription |
| Platforms | iOS |
| Key Features | 3 analyzed |
| Trend | Declining |
| Outlook | Declining |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **Butterfly Identifier AI Bug ID** (this app) | 2.67/5 | Frustrated | Aleksa Srpsko |
| [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) | 4.4/5 | Mixed | Fuxin Technology |
| [Potatso](https://marlvel.ai/apps/potatso) | 4.4/5 | n/a | Potatso Lab LTD |
| [Quantumult X](https://marlvel.ai/apps/quantumult-x) | 3.8/5 | N/A | Cross Utility Ltd |

## Company Profile
- **Developer:** Aleksa Srpsko

## Data Sources & Links
- **App Store:** [View on Apple Store](https://apps.apple.com/us/app/butterfly-identifier-ai-bug-id/id6741929131?uo=4)
- **Sources:** App store metadata, User reviews.

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- [*Potatso*](https://marlvel.ai/apps/potatso) (Potatso Lab LTD) · 4.4/5 Rating
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## 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:** 3 days since last refresh

---
© 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/butterfly-identifier-ai-bug-id)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.