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A product based company creates their own products, e.g: Spotify, Sumo Logic, Twitter.

What isn't a product company? Agencies, software houses, e.g: EPAM.

Wouldn't there be clear differences between a service company and a product company then?

SaaS seems to complicate that distinction...