In-Game Decision Support System
Pioneered a real-time advisory system providing players with contextual guidance during live gameplay, bridging analytics with actionable execution.
Situation
While post-game analytics provided insights, users lacked real-time guidance to apply improvements during matches. The client aimed to close this gap by delivering live recommendations based on evolving game state.
Solution
Developed a real-time advisory system combining telemetry ingestion pipelines, decision-tree-based recommendation engines, and lightweight in-game overlays aligned with gameplay flow.
OUTCOMES
Challenges
Timing
- •Post-game feedback delays
- •Missing live recommendations
Data
- •Live telemetry gaps
- •State tracking gaps
UX
- •Overlay disruption risk
- •Gameplay flow disruption
Solutions
Live Telemetry Integration
Ingestion of publicly available live match telemetry.
- Ingested live gameplay telemetry streams
- Maintained continuous state updates during sessions
- Enabled real-time analytics processing pipelines
Continuous State Tracking
Continuous state updates during gameplay sessions.
- Maintained evolving gameplay context models
- Supported adaptive decision engine inputs
- Enabled frame-level gameplay awareness
Algorithmic Decision Engine
Rule-based and algorithmic decision trees.
- Implemented rule-based recommendation frameworks
- Modeled contextual gameplay decision pathways
- Enabled adaptive strategic guidance delivery
Context-Aware Recommendation Layer
Context-aware recommendations (itemization, positioning, progression)
- Generated recommendations aligned with match context
- Supported positioning and progression guidance
- Enabled itemization optimization strategies
Real-Time Overlay Client
Lightweight application delivering real-time prompts and insights.
- Delivered recommendations through overlay interfaces
- Supported low-latency prompt rendering
Non-Intrusive UX Integration
Non-intrusive interface aligned with gameplay flow.
- Preserved visibility of core gameplay elements
- Avoided distraction during active matches
- Maintained seamless player interaction experience