MKI67 and meningioma: This novel network could support more precise treatment planning for meningioma patients.<h4>Key points</h4>Question Can artificial intelligence accurately assess meningioma WHO grade and Ki-67 expression from preoperative MRI to guide personalised treatment and follow-up strategies?