Case studies
Clinical training & OR architecture evidence
Problem → approach → outcome summaries from deployed healthcare programs—surgical simulation, OR computer vision, and surgical AR at production precision.
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Arthrex
Sub-2mm Surgical AR Navigation
- Problem
- Joint replacement workflows demand implant and glenoid guidance with tolerances tighter than generic AR stacks can hold under OR lighting and patient motion.
- Approach
- HoloLens 2 and LiDAR fusion with device-calibrated registration pipelines—explicit error budgets targeting sub-2mm and sub-2-degree precision for shoulder and joint replacement procedures.
- Outcome
- Production-grade SurgicalAR overlays suitable for live implant alignment—not 2D guesswork on a monitor.
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Beumer
3-Tier Clinical SOP Simulator
- Problem
- Complex medical device and surgical instrument training cannot rely on one-size-fits-all walkthroughs; teams need repeatable competency paths.
- Approach
- We took the core 3-Tier Training Engine (Demo, Practice, Exam) and deployed it for procedural SOPs—guided demonstration, interactive practice with real-time hints, and unassisted examination mode.
- Outcome
- Scalable clinical education on standalone HMD and web without sacrificing scoring fidelity or instructor bandwidth.
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Adani
Automated Surgical Suite Safety Checklist
- Problem
- Manual suite setup checks are subjective, slow, and prone to sterile-field breaches that are caught only after the fact.
- Approach
- Real-time spatial coordinate and collision tracking engine adapted to monitor surgical suite setup—tracking sterile-field breaches and generating automated scorecards.
- Outcome
- Objective, logged compliance data for training and audit—not anecdotal observation alone.
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Shoonya
Clinical Facility Digital Twins & WebGL
- Problem
- Spatial planning for clinical facilities requires massive CAD and imaging assets that choke consumer GPUs and standalone headsets.
- Approach
- WebGL and device-native optimization pipelines—mesh decimation, LOD, and GPU-aware batching for facility-scale digital twins.
- Outcome
- Complex clinical models with millions of polygons rendered at 60 FPS on standalone devices for spatial planning and stakeholder review.