Selected Experience

Examples that show where the xBiDa model creates value.

These examples reflect different types of work: operational deployments, pilots, consulting engagements, training, and algorithm-development collaboration.

Proof Should Be Represented Clearly

Credibility depends on precision.

We distinguish between production use, pilots, and advisory work because enterprise credibility depends on precise representation, not inflated claims.

Healthcare Deployment

Medical-center workflow monitoring

AI-related work included needle counting, medication and valve detection, and compliance-support scenarios in controlled clinical workflows.

Value: stronger traceability, better process visibility, and reduced reliance on manual supervision alone.

Construction Safety

Live worker-safety monitoring

Real-time worker safety monitoring included PPE detection and lifeline-related compliance scenarios in active construction environments.

Value: stronger live awareness and faster intervention capability on site.

Pilot

Operational AI pilot in a high-accountability environment

Pilot-oriented work focused on employee-safety scenarios relevant to construction and manufacturing settings.

Value: validated how AI monitoring can support safety-critical use cases before broader rollout.

Consulting & Training

Capability-building engagements

Consulting and knowledge-transfer work designed to strengthen applied AI understanding, technical direction, and practical readiness.

Algorithm Development

Advanced AI system intelligence work

Algorithm-development work supporting system performance, technical depth, and practical AI capability.

Research Collaboration

Academic collaboration that strengthened technical depth

Advanced AI collaboration and research-oriented algorithm work that contributed to deeper problem-solving capability.

Visual Support

Screens that make the work easier to understand.

These visuals support the healthcare and construction examples by showing how monitoring, detection, and traceability can appear in a real interface.

Needle counting dashboard used as a healthcare monitoring example
Healthcare monitoring example

Illustrates a traceability-oriented workflow for controlled clinical environments.

Construction site image with safety violations detected
Construction safety example

Shows how unsafe conditions can be highlighted directly in a live or recorded camera view.

Operational dashboard summarizing alerts and recent events
Operational dashboard example

Combines event history, alerts, and trend insight into one management-facing layer.