Butterfly Identifier AI Bug ID

Butterfly Identifier AI Bug ID

By Aleksa Srpsko

Butterfly Identifier AI is a mobile utility that uses image recognition to identify butterfly species for nature enthusiasts.

The App DNA

What makes this app unique?

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.

For Nature enthusiasts, researchers, and hobbyist butterfly watchers.

What does it look like?

Key features

AI Image Recognitionstandard

Identifies butterfly species from user-uploaded photos. Revenue link: Premium-tier gate ($4.99/week) restricts results.

Species Databasestandard

Provides scientific classification, wingspan, and habitat data. Revenue link: Premium-tier gate ($4.99/week) restricts content.

Personal Collectionstandard

Saves identified entries to a history log. Revenue link: Retention loop encourages repeat usage.

How much does it cost?

subscriptionPremium tier at $4.99 per week

Subscription model anchored at $4.99 per week, gating core identification and educational features.

Velocity

Dormant developmentopaqueShow more...

Butterfly Identifier AI Bug ID has not received a single update in over 528 days. Given the lack of activity for well over a year, the app is classified as a zombie. There is no evidence of ongoing development, feature additions, or maintenance cycles.

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Who built it?

Aleksa Srpsko

2 apps tracked · Utilities

Developer - Create App GuideDeveloper - Create App Guide
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User Sentiment

What do users think recently?

Fresh user feedback skews frustrated.

How are ratings & reviews evolving?

App Store
2.67 · 3

What users say, by theme

What Frustrates Users
  • Mandatory subscription requirements prevent users from accessing basic functionality within the current app version
What Users Want 1 request inside

1 of 1 recent reviews analyzed · limited sample

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Competition

Competitive landscape for Butterfly Identifier AI Bug ID

How's the Utilities market?

The app currently holds a 2.67 rating from 3 reviews, signaling significant friction with the current monetization model.

Read the market outlook

The rivals identified

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The Analyst's Read

Key takeaways for Butterfly Identifier AI Bug ID

Where is it heading?

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.

The 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.
Critical Frictions 3 weaknesses inside
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.
Market Threats 2 threats identified

Next best moves

1 Pivot

Pivot to a freemium model because the current paywall is the top complaint → improve conversion

The counter-intuitive read

The app's 17-month development silence is not just neglect…

Read the full take

Since the last report: 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.

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.

Unlock 3 critical frictions, 2 market threats and the analyst’s take.

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Sources

  1. [1] App Store, source

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 Butterfly Identifier AI Bug ID, 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 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.

added

Expanded SWOT Analysis

shifted

Review Volume Increase

shifted

Outlook Narrative Update

Cite this report

Marlvel.ai. “Butterfly Identifier AI Bug ID Intelligence Report.” Updated Aug 13, 2026. https://marlvel.ai/apps/butterfly-identifier-ai-bug-id

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