WindCaddie - A digital caddy built around environmental intelligence
A digital caddy built around live environmental intelligence, course terrain, and social play. Designed to replicate the decision-making support of a professional caddy through real-time telemetry and machine learning recommendations.
Processing heavy environmental datasets into simple, calm active play interactions
Wind Caddie was designed to replicate the decision-making support of a professional golf caddy through a mobile experience powered by environmental data, terrain intelligence, and machine-learning-driven recommendations.
The challenge was not simply building a golf utility app. It was designing a system that could process large amounts of contextual data in real time while keeping the interface calm, readable, and confidence-driven during active play.
Golfers without a caddy lose several critical environmental and telemetry advantages
Golfers playing without a caddy lose several important advantages during a round, leading to suboptimal carries, incorrect adjustments, and frustrating round coordination. Hiring a physical caddy repeatedly becomes expensive, especially for solo or casual players.
Existing golf apps solved isolated parts of the experience, but few combined live intelligence, tracking, and social gameplay into a unified product. This created an obvious gap in the market.
“Golfers needed a lightweight digital companion that could guide decisions during a round without overwhelming them with technical data.”
Accompanying golfers across every stage of the round
The client’s vision extended far beyond replacing a physical caddy. The goal was to create a platform where the entire golfing experience lives: **before the round**, **during active gameplay**, and **after the round ends**.
Rather than functioning as a utility opened only for measurements, Wind Caddie aimed to become a persistent companion golfers return to regularly, transforming utility into a highly engaging digital community.
Digital Caddy
Real-time recommendations and gameplay support
Analytics Engine
Track performance, rounds, and statistics
Social Platform
Multiplayer scoring, sharing, and friend interactions
Translating technically dense datasets into intuitive, high-contrast utility
I worked as the product designer across the complete experience, handling both UX and UI from concept to production-ready flows. A large part of the work involved translating technically dense golf and environmental datasets into interfaces that felt intuitive during active play.
The product had to feel helpful instantly, even for users unfamiliar with advanced golf metrics. Information hierarchy and interface density had to adapt dynamically depending on the golfer's physical state outdoors.
Processing multi-variable telemetry behind a calm recommendation
The client entered the project with extensive domain research around golf gameplay and environmental variables affecting shot outcomes. Each golf course contained structured terrain datasets already mapped into the system.
The recommendation engine combines static course intelligence, live environmental conditions, user positioning, and gameplay context to generate shot and club suggestions based on all variables combined.
The core UX challenge was not exposing the complexity itself. It was designing confidence around the output. Golfers standing over a shot do not want raw environmental calculations. They want a trusted recommendation quickly.
Static Terrain Data
Mapped elevation profiles, course geography, hazards, and holes loaded instantly.
Live Weather Feed
Dynamic inputs capturing real-time wind speed, vectors, barometric air density, and rain.
Player Positioning
Highly-precise GPS tracks user location relative to the green pins.
Gameplay Context
Active round variables, player handicap baseline, and past club performance.
Balancing multi-variable technical complexity with simple physical play
During a live round, users are outdoors, moving, multitasking, and often viewing the app under direct sunlight. This physical context completely changed multiple design decisions.
We had to balance high backend telemetry with minimal interaction depth. The entire experience was intentionally designed around one central principle:
Surface the single most important decision at the exact right moment.
Large readable distance typography
Golfers outdoors in active play need to scan measurements at a glance.
High-contrast visual system
Ensuring interface elements remain fully readable under direct, bright sunlight.
Minimal interaction depth during active play
One-tap actions and clean flows ensure golf round is never interrupted.
Clear recommendation emphasis
Primary suggested club carries dominate hierarchy to reduce hesitation.
Reduced visual noise
Exposing only the most critical numbers on the main telemetry viewport.
Contextual rather than persistent secondary data
Drawers and details load on-demand instead of cluttering screen.
Structuring interactions to match round progression
Course Selection
Players begin by searching for their golf course. Selecting a course immediately loads complete geofenced structures:
- Terrain intelligence
- Elevation structure
- Hole mapping
- Distance systems
Round Setup
Users quickly configure their game setup. The flow was compressed to minimize pre-round friction:
- 9 or 18 holes
- Tee position
- Multiplayer setup
- Friends joining the round
Live Gameplay
Once play begins, the app transitions into live-round mode. Key features update based on location:
- Real-time player positioning
- Distance-to-hole calculations
- Club recommendations
- Wind-aware “plays like” distances
- Crosswind drift calculations
- Shot tracking & hole progression
- Multiplayer scoring
Real-time mobile gameplay interface screens
High-fidelity screenshots from the WindCaddie iOS app showing course setup, live caddy view, and scorecard tracking — each designed for glanceable outdoor use.
Course Selection & Setup
Compressed pre-round configuration panel with zero-friction multiplayer matchmaking.
Digital Caddy Interface
Primary recommended club displayed at maximum contrast hierarchy for glanceability.
Social Scorecard Layer
Multiplayer scoring dashboard, dynamic feeds, and shared gameplay stats overlay.
Structuring active play layouts around glanceable decision hierarchy
The digital caddy became the emotional and functional center of the product. Instead of overwhelming users with technical metrics, the interface focused strictly on actionable guidance.
Secondary data stayed accessible but visually subordinate, reducing hesitation and creating faster in-round decisions on the course.
Recommended Club
Highlighted instantly at maximum scale for immediate outdoor scanning on the tee.
Remaining Distance
Clear distance metrics tracking yards to green front, center, back, and flag pins.
Environmental Adjustment
Subtle indicator explanations explaining wind and slope adjustments without visual clutter.
Shot Quality Feedback
Low-friction contextual parameters to log carries, continuously teaching the ML engine.
Three-tier progressive value monetization architecture
The monetization model was structured around progressively unlocking depth rather than aggressively restricting usability.
The subscription architecture was intentionally designed to make progression understandable immediately. Users upgrade for deeper insight, fewer restrictions, and competitive tournament tools.
Ensure low friction at adoption while clearly grouping premium intelligence assets (weather, drift, strokes gained) into high-tier conversion buckets.
PAR (Free)
Ensures users experience the product’s core value before upgrading.
- GPS distances & hazards
- Club recommendations
- Multiplayer scoring cards
- Auto handicap calculation
- Social activity feed
- Round history database
- Limited shot tracking
BIRDIE
Focused on enhanced environmental intelligence. Limits create upgrade pressure.
- Everything in PAR
- Premium vector aerial maps
- Live microclimate weather
- “Plays like” calculations
- Crosswind drift vectors
- Advanced statistics tracking
EAGLE
Positioned as the complete competitive experience with deep metrics.
- Everything in BIRDIE
- Unlimited shot tracking
- Unlimited statistics history
- Strokes gained professional metrics
- Live tournament mode setups
- Priority premium customer support
Visual guidelines shaped around physical outdoor movement
The visual system needed to support outdoor visibility, live gameplay readability, rapid scanning, and high data density without introducing visual clutter.
The design language intentionally avoided making the product feel like a technical dashboard despite the massive amount of environmental and slope calculations being processed underneath.
Clear typography hierarchy
Spacious typography systems with large distance numbers. Golfers outdoors in active play need to scan measurements in a fraction of a second.
Spacious layouts
Wide gutters and clear boundaries reduce visual cognitive density, keeping interfaces calm under direct sunlight.
Reduced cognitive load
Contextual presentation of telemetry data. Secondary variables load on demand to preserve round focus.
Strong contrast
Leans on high contrast values, context-first surfaces, and sharp structural borders to guarantee outdoor readability.
Large metric displays
Big yardage readings designed specifically for easy scanning at arm's length or in motion.
Context-first surfaces
Dynamic drawer-states and layouts that present the single next best move depending on location.
A worldwide golf companion supporting golfers before, during, and after rounds
Wind Caddie launched successfully as a complete golfing companion. The platform successfully expanded from a regional course database into worldwide course support, allowing golfers to load and play courses globally.
The final product successfully positioned itself not just as a golf utility, but as a platform golfers could continuously engage with before, during, and after rounds.
Worldwide Course Support
The app utilizes pre-loaded geofenced course datasets globally, letting users search, configure, and track games anywhere on Earth.
Live caddy intelligence
Real-time recommended clubs and Plays-Like distances based on continuous environmental factors.
Environmental analysis
Live barometric adjustments, crosswind drift calculations, and slope angle tracking.
Performance tracking
Strokes gained calculations, auto handicap logs, and historic round statistics.
Multiplayer gameplay
Seamless scoring sheets coordination, multiplayer scoreboards, and instant setup.
Social engagement
Golfer connection feeds, image sharing, player tags, and highlights posting.
Balancing intelligence with trust during physical digital interactions
Cross-border trust marketplace connecting global travelers with buyers for verified handoff, payment milestones, and streamlined custom requests.