Data Entry Automation with ML
So, you can build a pretty good starter set of airlines from this wikipedia page. If you scraped the page, extracted the Airline column, and lowercased the text, you would be able to have some seed data to work with.

This is also a shot in the dark, but you could scrape the model names from this toy/model planes website, also generating some base set of strings you can use to automatically validate the first two fields in your output. 

The trick to reducing your time here is to figure out the 80/20 (get 80% of the work done with 20% of the effort). I have no answers for how you would be able to differentiate the last field. But these are the steps I would take to reduce the effort altogether