"Regional cinema is a space one needs to understand. It doesn't mean if a film has worked in Marathi cinema then it will work in other language as well. I would love to explore (producing films in) other languages as well," Riteish told PTI in an interview.
"I have friends who have produced Punjabi cinema. I would like to collaborate. Genelia has worked extensively in Tamil and Telugu (and) with her experience we will try to collaborate there," he said.
"She is busy having babies. I do miss Genelia seeing on screen. I am huge fan of her. She is a wonderful actress."
The actress' last Bollywood film was "Tere Naal Love Hogaya", opposite her husband, in 2012.
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Riteish and Genelia married in 2012. The couple had their first child, Riaan in 2014, while Rahyl was born this June.
The actor-producer said Genelia overlooks the functioning of his production house.
"The entire production is handled by her. She is very good at it. My job is to creatively green light a project and she executes it."
The film, directed by Indra Kumar, hits cinema houses this Friday.