Governance-Gated by Design
Personalization and outputs are conditioned on consent, policy rules, and context. The system is designed for privacy-sensitive and regulated environments without relying on “more data” as the default answer.
.png)
TSG System-of-Systems Platform
One Platform. Every Way Performance Is Delivered.
Live. Virtual. Hybrid. A unified performance ecosystem built on governance-first design and confidence-gated decision support—so insight is delivered only when it is timely, reliable, and appropriate.
Governance precedes optimization
Advisory, not autonomous
Edge-first, privacy-first
What This Platform Is
The TSG System-of-Systems Platform unifies sensing, coaching, analytics, and experience delivery into one coherent stack. It is designed to scale across environments (range, cart, mobile, venue, and enterprise), while preserving human authority and trust.
Confidence-Gated Feedback
Feedback is delivered only when confidence and timing thresholds are met—otherwise it is deferred or suppressed. This reduces false alerts, prevents interruption during execution-critical moments, and supports sustained adoption.
Build Once. Deploy Everywhere.
Hardware-agnostic integration enables consistent capability across multiple deployment surfaces—range kiosks, cart kiosks, mobile, wearables, and partner ecosystems—without hard coupling to a single vendor stack.
Operating Principles
Human Authority Retained
TSG delivers decision-ready options and guidance. Users, coaches, clinicians, and operators remain the ultimate decision-makers. The system is designed for appropriate reliance—never blind dependence.
Restraint Is a Feature
Over-intervention erodes trust and performance. TSG explicitly models “when not to speak” to preserve flow, reduce distraction, and support safe use in high-stakes contexts.
Edge-First by Default
The platform supports offline-capable operation and local processing patterns so experiences remain reliable even when bandwidth, privacy, or compliance constraints limit cloud dependency.
Trust as a Measurable System Property
Trust is dynamic. The platform is designed to maintain and recover trust through transparency, conservative behavior under uncertainty, and user agency controls.
Platform Components
The platform is modular. Each component provides standalone value—and composes into a unified performance ecosystem.
Wearable Sensing
IMU-Mesh™ Sensors
High-resolution motion capture without cameras. Wearable sensor fusion enables biomechanical reconstruction while keeping data body-centric and privacy-forward.
- Wearable IMU fusion for reliable motion reconstruction
- Privacy-first alternative to camera-dependent systems
- Designed for scalable field deployment
Coaching Layer
AR Coaching™
Augmented guidance that visualizes motion, alignment, and strategy. Feedback is confidence-gated to protect performance flow and safety during execution-critical moments.
- Real-time overlays and replay
- Deliver / Defer / Suppress feedback modes
- Player-controlled intensity and coaching modes
On-Course Delivery
Cart Kiosk™
Brings strategy and performance intelligence onto the cart—supporting engagement, insights, and premium on-course experiences with flexible retrofit and OEM integration paths.
- On-course intelligence and experience delivery
- Retrofit tablet mounts or OEM integration
- Optional dashboard and analytics surfaces
Venue Infrastructure
Driving Range Kiosk™
High-throughput swing intelligence for practice, instruction, and competition. Designed for walk-up players, coach modes, and scalable venue deployment.
- Walk-up recognition and session continuity
- Multi-sensor fusion (IMU + launch monitor)
- Instant feedback loops and comparisons
User Surface
Mobile App
The player’s persistent connection to sessions, insights, and progress over time—supporting engagement and continuity across environments.
- Trends, session history, and personalized insights
- Privacy controls and user transparency
- Links across live, virtual, and hybrid experiences
Intelligence Core
DTaaS (Digital Twin & Persona Engine)
A governed digital twin and persona modeling layer that turns multi-modal motion data into explainable, longitudinal insight—while conditioning adaptation on policy and consent.
- Longitudinal performance reconstruction and insight
- Governance-gated persona updates
- Designed for regulated and privacy-sensitive contexts
How It Works (High-Level)
A simple, defensible loop: ingest → govern → infer → gate → deliver. Designed to be understandable and auditable.
1) Sense
Wearables and venue surfaces capture motion and context signals.
2) Govern
Consent and policy constrain what can be stored, inferred, and shown.
3) Infer
Models generate options and explanations—never hidden decisions.
4) Gate
Deliver / Defer / Suppress based on confidence and execution context.
OEM & Partner Integration
Hardware-agnostic by intent, API-first by practice. Embed governed intelligence into partner platforms without re-building the stack.
Governance & Trust (Plain-English)
The platform is built to be reliable under uncertainty. When confidence is low or timing is inappropriate, the system stays quiet. When confidence is high and context is safe, it delivers guidance with traceable rationale. That restraint is not a limitation—it is a design requirement.