Range Stats is a firearm tracker, ammo inventory manager, and range log for iPhone and iPad.
The App DNA
What makes this app unique?
Users hire Range Stats to centralize firearm documentation and performance metrics without cloud-based privacy risks. The one-time purchase model serves users who reject recurring subscription costs.
For Firearm enthusiasts, competition shooters, and CCW permit holders requiring detailed tracking of gear, maintenance, and performance metrics.
What does it look like?
Key features
Neural network processes target photos to mark bullet holes and calculate group size, MOA, and point of impact on-device.
Provides technique insights and accuracy trends using user-selected AI providers, including local on-device models.
Catalogs firearms with specs and accessories, while tracking ammo inventory by brand, caliber, and price-per-round.
How much does it cost?
The one-time purchase model avoids subscription friction, but the strict free-tier limits may create a bottleneck for user acquisition.
Velocity
Maintenance developmentUX improvementsShow more...
Range Stats: Gun & Ammo Log currently operates at a maintenance cadence, with only one version release identified in the recent window. The latest update focuses on UX improvements, specifically dashboard customization and target editing capabilities. Development appears stable but infrequent, prioritizing functional refinements over rapid feature iteration. There is no evidence of live-ops or recurring event-based content.
Who built it?
User Sentiment
What do users think recently?
Recent user voice shows a thrilled sentiment. Users appreciate centralized data dashboard provides a clean and helpful overview for users tracking personal statistics and intuitive design allows new users to grasp core functionality without needing external guidance or tutorials.
How are ratings & reviews evolving?
What users say, by theme
- Centralized data dashboard provides a clean and helpful overview for users tracking personal statistics
- Intuitive design allows new users to grasp core functionality without needing external guidance or tutorials
2 of 2 recent reviews analyzed · limited sample
Read the full review analysisCompetition
Competitive landscape for Range Stats: Gun & Ammo Log
How's the Sports market?
Range Stats occupies the privacy-first segment of the Sports category, holding a 5.0-star rating. The lack of subscription-based recurring revenue differentiates it from category peers but limits the capital available for rapid feature scaling.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Range Stats: Gun & Ammo Log
Where is it heading?
The Sports tracking category is shifting toward subscription-based recurring revenue to fund AI-driven features. Range Stats remains advantaged in the privacy-conscious segment, but the one-time purchase model leaves it exposed to better-funded rivals who can afford to subsidize user acquisition through lower entry costs.
- The latest release added customizable dashboard cards, showing active feature investment rather than maintenance-mode stagnation.
- The one-time purchase model remains the primary monetization lever, which limits the developer's ability to scale server-side infrastructure.
The SWOT
- On-device neural network shot detection functions as a privacy-first barrier against cloud-dependent rivals.
- One-time purchase model creates a low-friction barrier to entry for privacy-conscious users.
- Education partnerships for CCW permit tracking could serve as a B2B distribution channel.
- Wearable integration for real-time range data could increase utility for competition shooters.
Next best moves
Pivot free-tier limits to a time-based trial because the current 5-item cap creates a hard acquisition bottleneck → increase conversion velocity.
+ 1 more prioritized moveThe counter-intuitive read
Users report: The privacy-first on-device processing is a…
Read the full takeSince the last report: The developer is actively evaluating a shift from a one-time purchase model to a subscription-based model to overcome revenue ceilings and fund future growth.
Bottom line
Range Stats delivers a high-utility, privacy-focused tool for serious shooters, but the one-time purchase model limits long-term revenue, so the PM should prioritize a tiered subscription model to unlock sustainable growth.
Unlock 2 critical frictions, 2 market threats, 1 more prioritized move and the analyst’s take.
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