The calculated distance (air line) between Reading and City of London is approximately 38 miles respectively 61 kilometers.
By car or train, the actual journey to City of London is certainly longer, as only the direct route (as the crow flies) between Reading and City of London has been calculated here.
Air line (approximately)
61 kilometers
33 nautical miles