Feature-first market intelligence

Know what to build.
See what already exists.

FeatureScan scans the App Store and maps every feature across your market — so you can see what's table stakes, what's rare, and where the real gaps are before you write a line of code.

featurescan.app
+ New analysis
TrailTracker
60 similar apps
FocusCash
60 similar apps
1140 tokens Add
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Apps
Screenshots
Features
Saved
Removed
Navigation & Maps 8
trail discovery 47 GPS tracking 38 offline maps 21 route planning 17 elevation profiles 9 turn-by-turn navigation 4
Social & Community 5
photo sharing 41 user reviews 29 community features 18 activity feed 7 friend tracking 3
Activity & Fitness 6
activity recording 44 distance tracking 31 calorie tracking 12 workout history 8 3D visualization 2
60+
apps per scan
200+
features extracted
8
feature categories
<2 min
to a full feature map

From idea to feature map in under two minutes

1

Describe what you're building

Paste your app's name and a short description. Our AI reads it and generates targeted search terms that reach every relevant corner of the App Store.

2

We extract every feature

FeatureScan finds up to 60 related apps, reads every store description, and extracts the concrete features each one offers — normalized so duplicates collapse into one.

3

Explore by feature, not by app

Browse a categorized feature map of your market. Click any feature to see every app that offers it. Filter to find the combinations no one else has built.

Instantly see what's saturated
and what's still open

Every feature is tagged with how many apps in your market offer it. The number tells you whether it's a baseline expectation or a genuine differentiator.

Table stakes — offered by almost everyone
trail discovery 47 GPS tracking 38 activity recording 44 photo sharing 41 distance tracking 31
Differentiators — only a handful of apps offer this
offline maps 9 elevation profiles 9 3D visualization 2 GPX import/export 3 weather overlays 4
Gaps — no app in this space offers these
accessibility routes local guide curation condition reports family mode

Everything you need to understand what's been built

Feature frequency map

See exactly how many apps in your market offer each feature. Know at a glance whether something is a baseline expectation, a rare differentiator, or a completely open gap.

Auto-categorized features

Features are automatically grouped into meaningful categories — Navigation, Social, Content, Monetization, and more — so you can scan the full landscape without getting lost in a flat list.

Click-to-filter

Click any feature chip to instantly see every app that offers it. Stack multiple features to find the exact combination you're considering — and see who already built it.

AI competitive chat

Ask our AI anything about the feature landscape — which combinations are underserved, which features correlate with high ratings, or how to position your specific combination of features.

See your feature landscape in minutes.

No spreadsheets. No manual research. Free during beta.

Map your feature landscape — free

No credit card required  ·  Free during beta