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PHASE/MAKECASE STUDY

Operations & Manufacturing

Protect physical operations end to end — from clinical process compliance to workforce safety — with multi-modal AI that watches the floor so your teams don't have to.

Internal Plant Reach

Clinical Process Compliance

Field Validated

Proven in live clinical environments to fully automate sterile processing compliance audits. By training the platform to recognize the specific physical activity of sanitization, we closed the compliance loop — using the absence of that activity trigger immediately after a clinical session to flag protocol omissions in real time, proving a 10,000-fold increase in supervisory efficiency over manual spot-checks.

Mechanics

Vision model fine-tuned on facility-specific sanitization footage; a session-scoped event window fires a compliance flag whenever the expected sanitization activity token is absent.

Workforce Safety & Active Threat Intelligence

Field Validated

Engineered a full operational safety and threat-detection engine for an industrial partner, integrating text classification for early warning of internal and external threats with edge computer vision for physical threat identification — bypassing data privacy barriers and restrictive model licenses along the way.

Mechanics

Audited and deployed compliant open-weights generative models to safely bootstrap a high-fidelity synthetic training corpus, enabling rapid deployment to the Smart DigitAIzer platform for continuous safety monitoring.

I'm interested — check my fit