Example

Indoor climbing gyms

A finished research run on an example topic, shown in full — the findings, the sources behind them and the product versions are all the run's own output, except that a product name may have been changed where it matched an existing brand.

01

Product opportunity

Build a phone-camera app that scans any climbing wall to auto-map holds and routes, giving climbers and home-wall builders personalized route and training suggestions.

  • Use on-device computer vision to detect holds and classify route difficulty from a phone photo or video of a wall
  • Generate personalized route suggestions and warm-up plans based on the climber's injury history or skill level
  • Let home wall builders input their wall dimensions and angle to get auto-suggested hold layouts and routes
  • Layer in a session tracker so climbers log attempts and see progression tied to the mapped routes
Rationale

Hobbyist computer-vision projects for hold and route classification are appearing but stay unintegrated and small-scale, leaving a real gap between raw technology and a usable climber-facing product.

Meanwhile climbers with injuries and home wall builders are solving the same problem repeatedly through forum threads instead of any dedicated tool.

02

Product versions

The expected baseline and the unique bets. Open one for the full idea and an implementation plan. The names are working labels, not checked against trademarks.

03

Trend & recent change

Indoor climbing gyms remain a mature, chain-driven market with steady high search interest, but the recent activity clusters around computer-vision and data tooling for route/hold management and around continued physical expansion by multi-location operators, rather than any disruption to the core gym-going experience.

  1. Computer vision enters gym tooling

    Multiple new machine-learning datasets and models for classifying climbing holds and detecting climbing activity have appeared, including a dedicated Kaggle hold-classification dataset and a CNN/YOLO-based hold classifier repository, alongside sensor-based work on automatic object detection and activity recognition in indoor climbing.

    Evidence

    A Kaggle dataset for indoor climbing gym hold classification (Nov 2025), a GitHub CNN+YOLO hold-classification project (Aug 2026), and a Sensors journal paper on automatic object detection and activity recognition in indoor climbing gyms all point to a fresh wave of applied ML aimed at digitizing wall/route data.

    Sources doi.org (opens in a new tab) github.com (opens in a new tab) doi.org (opens in a new tab)

  2. Grassroots gym software tooling

    Small independent developers are building lightweight software for gym operations and personal tracking — management apps, route visualization tools, QR-based grading systems, and session trackers — rather than large commercial platforms.

    Evidence

    Repositories like WALL UP (climbing-gym-manager) for gym owners, a Python route-chart pie-chart generator for visualizing route distributions, a QR-code-based climb grading web app, and a personal React session tracker have all appeared in the past year, each with very small star counts (1-3), indicating hobbyist-scale experimentation rather than established products.

    Sources github.com (opens in a new tab) github.com (opens in a new tab) github.com (opens in a new tab) github.com (opens in a new tab)

04

User problems surfaced

  1. Injured climbers lack guidance

    Climbers dealing with shoulder or arm injuries have no tailored way to keep climbing safely and turn to open forum threads for peer advice instead of structured guidance.

    Evidence

    A long-running r/Indoorclimbing thread asks other climbers with permanent shoulder or arm injuries to share successes and failures, showing people improvising injury management through peer anecdotes rather than any dedicated tool.

    Sources reddit.com (opens in a new tab)

  2. Home wall builders fly blind

    People building home climbing walls have to guess at angle, hold layout and route difficulty for their specific space and skill level, relying on ad hoc forum Q&A.

    Evidence

    A r/bouldering thread on home climbing gyms shows a builder describing a custom 45-degree, 8'x8' wall and asking the community how much space and what angle to use, with no structured tool to plan it.

    Sources reddit.com (opens in a new tab)

05

Existing solutions

  1. KAYA

    Gym and outdoor climbing app partnered with major chains (Touchstone, Momentum, Movement) letting routesetters create sets, gym managers run competitions, and climbers log sends, watch beta videos and track progress via GPS maps and offline topos.

    Sources climbing.com (opens in a new tab) apps.apple.com (opens in a new tab) kayaclimb.com (opens in a new tab)

  2. Mountain Project

    Large climbing guidebook database (359,000+ routes) with maps, offline topos, star ratings, and a mobile app (MoPro) for finding and navigating to routes.

    Sources play.google.com (opens in a new tab) apps.apple.com (opens in a new tab) hikethepla.net (opens in a new tab) mountainproject.com (opens in a new tab)

  3. TopLogger

    Gym-facing route management and competition platform used by 200+ gyms worldwide to boost visitation and retention.

    Sources toplogger.nu (opens in a new tab)