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Pitch Playoffs 002Robotics & infra

Occurrence AB

The better way to monitor your operations

In the room

Occurrence AB — showcase

Occurrence AB is a Physical AI company that turns existing camera streams into real-time, privacy-preserving operational insight for manufacturing and other industrial environments.

Occurrence AB was showcased at SF Playground—one of the most voted startups on the floor.

The challenge

Occurrence says that while machines are connected, frontline work often is not. That gap can hide efficiency loss, increase safety risk, and slow human-robot collaboration, especially in industrial settings.

  • Frontline work is often not digitally connected even when machines are
  • Limited real-time visibility can hide efficiency loss and safety risk
  • Human-robot collaboration is harder when live human activity is not captured and shared
  • Industrial teams need privacy-preserving monitoring without relying on stored video

Our role

SF Playground featured Occurrence Technologies in Pitch Playoffs 002 as a startup building Physical AI infrastructure for safer and smarter operations.

  • Featured the company in Pitch Playoffs 002
  • Highlighted a Physical AI startup working on manufacturing and operations visibility
  • Included a team bringing a portable demonstrator for live showcase

The experience

Occurrence presents itself as a human-centric Physical AI platform for industry. Its site highlights capabilities like real-time positioning, full-body 3D pose estimation without wearables, workflow analytics, geofencing, alerts, robotic integration, and deployment using existing camera systems.

The impact

Occurrence’s public materials emphasize safety, efficiency, and privacy-preserving operational insight. The company says its platform supports use cases like industrial ergonomics, workflow analytics, and human-robot collaboration while avoiding storage of video data.

Occurrence AB left with real connections and momentum—not just a pitch slot.

  • Uses existing camera streams as system input
  • Provides real-time monitoring and analytics
  • Supports geofencing and automated alerts
  • Processes anonymised positional data instead of storing video
  • Designed for deployment on-prem or in cloud environments
  • Supports integration via MQTT and REST API
  • Targets industries including manufacturing, logistics, smart cities, retail, and healthcare
  • Lists Sting, NVIDIA, AWS, EIT, DeepTech Alliance, SII, and TUM under partners and programmes
  • Stockholm, Sweden and Munich, Germany locations are listed on the site

Why this matters

Occurrence stands out because it is not just building another vision system. It is positioning camera-based Physical AI as a privacy-conscious operational layer that can improve safety, throughput, and human-robot coordination across real industrial environments.

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Occurrence AB | SF Playground Success Stories