Saffron, a high-value spice cultivated worldwide for its therapeutic and culinary uses, is a sterile triploid species, rendering conventional breeding approaches ineffective. This limitation underscores the need for molecular and biotechnological strategies for its genetic improvement. Flowering, a key determinant of saffron yield, is strongly influenced by temperature; however, the genetic regulatory networks underlying this process remain poorly understood. Our study identifies key regulators of saffron\'s flowering, focusing on the Florigen Activation Complex (FAC) components: FLOWERING LOCUS T (FT), bZIP transcription factor FD, and TERMINAL FLOWER-1 (TFL-1), and demonstrate their temperature-dependent roles in floral regulation. Spatiotemporal expression analyses suggested that CsatFT3 and CsatFD2, expressed in the floral meristem promote floral induction, while CsatTFL1-3 acts as a floral repressor. Protein interaction studies showed that CsatFT3 and CsatTFL1-3 compete for binding to CsatFD2, and their balance modulates floral induction. Functional validation in Arabidopsis and Saffron confirmed these findings. Furthermore, we identified CsatSVP2, an ortholog of SHORT VEGETATIVE PHASE (SVP), as a low temperature-responsive repressor that directly binds the CsatFT3 promoter to inhibit its expression. Together, these findings enhance our understanding of temperature mediated floral induction in saffron and provide insights and lay the groundwork for genetic interventions to enhance yield under variable temperature conditions.