Butterfly Identifier

Butterfly Identifier

By Zain ul Abdin

Butterfly Identifier is an AI-powered insect and spider recognition tool for nature enthusiasts on iOS.

The App DNA

What makes this app unique?

Users hire the app to identify species in the field, but the subscription-gated scan volume prevents the app from becoming a daily-use utility.

For Nature enthusiasts, researchers, and curious individuals interested in identifying and learning about insect species.

What does it look like?

Key features

Species Identification Scannerstandard

AI-based image recognition for butterflies, spiders, and insects via camera or uploaded photos.

Community Post Creationedge

Platform for sharing observations and interacting with other nature enthusiasts.

How much does it cost?

subscriptionFree tier with adsSubscription plan for unlimited scans, unlimited community posts, and ad removal

Monetization relies on a subscription model that gates usage volume and removes ad interruptions.

Velocity

Maintenance developmentperformanceopaqueShow more...

Butterfly Identifier currently operates on a maintenance cadence, with only one release recorded in the last 112 days. The development trend is stagnant, as the latest version provided no new features or content, focusing exclusively on generic bug fixes. Given the lack of updates or live-service elements, the app appears to be in a long-term support phase. The last update occurred on April 22, 2026.

See all version history

Who built it?

Zain ul Abdin

7 apps tracked · Education

Room Temperature + ThermometerRoom Temperature + ThermometerHealth Monitor: BP & SugarHealth Monitor: BP & SugarAR Draw Sketch, Trace & PaintAR Draw Sketch, Trace & PaintGPS Speedometer Speed TrackerGPS Speedometer Speed TrackerSpiders Identifier by Photo IDSpiders Identifier by Photo IDAI Signature Maker: Sign PDFAI Signature Maker: Sign PDF
Explore the full publisher profile

User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
1.00 · 1

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for Butterfly Identifier

How's the Education market?

Butterfly Identifier operates in the Education category with a 1.0-star rating on the App Store. The lack of recent updates (112 days since last update) and low rating suggest a failure to meet user expectations for identification accuracy.

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The rivals identified

Unlock the deeper market read.

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The Analyst's Read

Key takeaways for Butterfly Identifier

Where is it heading?

The nature-identification market is consolidating around free, ad-supported tools that prioritize user-generated data. Butterfly Identifier's current trajectory is declining due to its restrictive monetization and lack of product updates, which will likely result in further loss of market share to free alternatives.

  • The 112-day update gap indicates maintenance-mode status, which prevents the app from competing with more active, feature-rich identification tools.
  • The 1.0-star rating suggests that the core identification engine fails to meet user expectations, leading to rapid churn and poor store visibility.

The SWOT

Core Strengths
  • AI-based identification engine provides a functional baseline for insect and spider recognition.
  • Integrated community platform offers a potential network-effect mechanism for nature enthusiasts.
Critical Frictions 3 weaknesses inside
Growth Levers
  • Expansion of the knowledge base to include regional habitat data could increase utility for researchers.
  • Gamification of species collection could improve retention beyond the initial identification scan.
Market Threats 2 threats identified

Next best moves

1 Pivot · 1 Invest

Pivot to a free-tier model for basic identification because the current subscription gate prevents user acquisition → increase daily active usage.

+ 1 more prioritized move

The counter-intuitive read

The app's low rating is a strategic advantage for a competitor…

Read the full take

Since the last report: The app's competitive position has declined due to the surfacing of a 1.0-star rating and a more critical assessment of its failure to compete with free alternatives.

Bottom line

Butterfly Identifier provides a basic identification utility, but its subscription-gated model and lack of recent updates stifle user growth, so the PM should prioritize a free-tier expansion to build the community base before attempting to scale monetization.

Unlock 3 critical frictions, 2 market threats, 1 more prioritized move 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, 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's competitive position has declined due to the surfacing of a 1.0-star rating and a more critical assessment of its failure to compete with free alternatives.

declined

Emergence of negative user sentiment

declined

Outlook trend shift

added

New threats and weaknesses identified

Cite this report

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

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