This issue of accessibility is widely acknowledged in the academic literature, but it doesn’t mean that only large companies are doing good research.
Personally I think this resource mismatch can help drive creative choice of research problems that don’t require massive resources. To misquote Feynman, there’s plenty of room at the bottom