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I was wondering if their solution is a home grown version of SiftScience?

Actually SiftScience lists AirBnb as one of their customers on their site, so I'd say it is very likely built on top of SiftScience.

Great catch. I had thought about doing the same.

More like SiftScience is a weaponized version of something a lot of companies develop in-house, I would say.