iBird Photo Sleuth

iBird Photo Sleuth

By Mitch Waite

iBird Photo Sleuth is a reference tool for North American bird identification that utilizes Apple’s CoreML machine learning to analyze user-provided photographs. The app functions offline and offers an integrated community forum for expert assistance with difficult identifications.

Overview · Full Intel report in progress

The App DNA

What makes this app unique?

For Bird enthusiasts and amateur ornithologists seeking automated identification tools for field use.

What does it look like?

Key features

CoreML Identificationstandard

Uses a machine learning model trained on over 2 million bird images to identify species from photographs.

Offline Functionalitystandard

The CoreML database is contained within the app, allowing for identification without an internet connection.

Expert Forum Accessstandard

Provides access to a community forum with over 100,000 members for additional identification support from ornithology experts.

Flexible Image Inputstandard

Supports bird identification using photos taken directly via the camera or selected from the device's photo gallery.

How much does it cost?

paid

Velocity

Maintenance developmentShow more...

5 versions in history. Development pace: maintenance.

See all version history

Who built it?

Mitch Waite

8 apps tracked · Reference

iBird Ultimate Guide to BirdsiBird Ultimate Guide to BirdsiBird Yard+ Guide to BirdsiBird Yard+ Guide to BirdsiBird Hawaii & Palau GuideiBird Hawaii & Palau GuideiBird Pro Guide to BirdsiBird Pro Guide to BirdsiBird UK Pro Guide to BirdsiBird UK Pro Guide to BirdsiBird StickersiBird StickersiBird Classic ProiBird Classic Pro
Explore the full publisher profile

User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
4.72 · 766

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for iBird Photo Sleuth

How's the Reference market?

The rivals identified

The Analyst's Read

Key takeaways for iBird Photo Sleuth

Where is it heading?

Bottom line

The app provides an offline, machine-learning-based identification tool for North American birds, though user feedback indicates variable accuracy in real-world conditions.

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 iBird Photo Sleuth, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Cite this report

Marlvel.ai. “iBird Photo Sleuth Intelligence Report.” Updated Apr 18, 2026. https://marlvel.ai/apps/mitchwaite-ibird-photo-sleuth

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