A novel patient-convenient, cost effective pharmaceutical composition, comprising of thiazolidinediones and biguanide for controlling hyperglycemia manufactured as multilayer tablet and its process of manufacturing, for immediate release of thiazolidinediones or thiazolidinediones and biguanide and prolonged release of the biguanide only, the tablet comprising of minimum two layers wherein one outer layer comprises of a mixture of excipients and thiazolidinediones or thiazolidinediones and biguanide allowing immediate release of thiazolidinediones or thiazolidinediones and biguanide respectively and the other layer arranged in contact with the immediate release layer which comprises of a novel composition of excipients and a minimum one or more non-biodegradable, inert polymer(s) and the biguanide allowing pH independent prolonged release of the biguanide up to a period of 8-12 hours. The tablets are for once a day dosing. The tablets may optionally be film coated or enrobed by soft gelatin ribbons for additional protection against oxidation, photodegradation, identification, ease of swallowing, taste masking and for aesthetic appeal without altering the dissolution profile.La présente invention concerne une nouvelle composition pharmaceutique pratique pour les patients, économique, constituée de thiazolidinediones et de biguanides. Ladite composition permet de réguler lhyperglycémie et se présente sous la forme de comprimé multicouche. Linvention concerne également un procédé de fabrication de ladite composition permettant la libération immédiate de thiazolidinediones ou de thiazolidinediones et de biguanides ainsi que la libération prolongée des biguanides uniquement. Le comprimé est constitué au minimum de deux couches, une couche extérieure constituée dun mélange dexcipients et de thiazolidinediones ou de thiazolidinediones et de biguanides permettant la libération immédiate de thiazolidinediones ou de thiazolidinediones et de biguanides respectivement, lautre c