Police were called to the Crown Plaza hotel in Long Ditton at 1.45pm where they found one person had been stabbed.
Another person was found in the next door BMW garage, they had also been stabbed.
Both were taken to hospital where their conditions are unknown at this stage.
Police say the public should not be concerned as this is believed to be an isolated incident.
