RIVR alternatives

RIVR is a Swiss company building what it calls General Physical AI through doorstep delivery, deploying autonomous legged robots to carry out real-world last-mile deliveries to customers' doors. Its markets served are last-mile and doorstep parcel delivery for logistics and e-commerce operators. Its record discloses no headquarters or founding year, while its funding history is distinctive: it was acquired by Amazon in March 2026, on terms undisclosed, after raising approximately US$26M before the acquisition, per CB Insights. RoboK turns existing CCTV into near-miss safety records through its SiteLens platform, as a University of Cambridge spinout founded in 2017 serving ports, logistics and manufacturing sites centred on the United Kingdom, with US$4.39M per PitchBook. Robovision, headquartered in Ghent, Belgium, supplies software infrastructure to build, run and govern vision AI in production for manufacturing, food automation and horticulture globally, with $65M total per press coverage. Seoul Robotics, headquartered in Seoul, South Korea and founded in 2017, offers SENSR 3D perception, detecting and tracking people and vehicles from LiDAR in real time, with $47.75M per CB Insights. Shotwell provides dense annotation of robotics training data, segmenting long videos into discrete steps, captioning each step and detecting failures step by step. For teams beginning with RIVR, RoboK suits a CCTV safety comparison, Robovision a production vision comparison, Seoul Robotics a LiDAR perception comparison, and Shotwell a training-data annotation comparison.

Alternatives to RIVR

RoboK

RoboK is a UK computer vision company, a University of Cambridge spinout founded in 2017, whose SiteLens platform turns a site’s existing CCTV into near-miss safety records.

Robovision

Robovision is a Belgian industrial vision intelligence company headquartered in Ghent, providing the software infrastructure to build, run and govern vision AI in production.

Seoul Robotics

Seoul Robotics is a South Korean B2B autonomous driving and 3D perception software company, headquartered in Seoul and founded in 2017, whose core technology is SENSR, a patented 3D perception software platform that uses deep learning AI to detect, classify and track people, vehicles and other objects from LiDAR and other 3D sensors in real time.

Shotwell

Shotwell provides fast, dense annotations for robotics training data: it segments long videos into discrete steps, captions each step, and detects failures step by step.

Full profile, with every fact and its source: RIVR. Profile facts last verified 10 November 2026.