AI Assistance for
Endoscopic Spine Video
Built to support safer learning and more consistent execution.
Smart Mirror LLC is developing an AI layer that learns from endoscopic spine video and provides real-time visual awareness cues and post-case feedback. The goal is simple: help surgical teams stay oriented, reduce avoidable risk moments, and shorten the training curve while keeping the surgeon fully in control.
How it Operates
Visual Awareness Cues
Engineered to help maintain spatial orientation and anatomical recognition within a narrow, dynamic camera view.
Visibility Monitoring
Actively detects occlusion, blur, blood, fogging, and low-clarity moments to ensure optical integrity.
Post-Case Insights
Provides objective, data-driven summaries to support ongoing training, procedural review, and standardization.
Endoscopic spine is a video-first surgery. A tight field of view plus fast-changing visibility creates avoidable risk moments, especially during early learning and program scale-up. EndoSpine is built to reduce that variability with a practical, assistive layer.
EndoSpine Principles
Built to augment, never to obstruct.
Assistive, Not Autonomous
Supports the team without ever overriding clinical judgment.
Non-Blocking Outputs
Visual cues are fast, subtle, and incredibly easy to interpret.
Conservative Behavior
The system steps back gracefully when algorithmic certainty is low.
Pilot-First Approach
Hyper-focused on clinical validation and real-world surgical fit.
Clinical Pilot Initiative
We’re opening a limited number of pilot slots to test the EndoSpine prototype in real training and clinical-adjacent settings.
What Partners Get
What We Need From Partners
Ready to scale your training?
If you're exploring an endoscopic spine expansion or training scale-up, we’d like to talk.