Seed longevity, the capacity to remain alive during dry storage, is pivotal to germination performance and essential to preserve genetic diversity. It is acquired during late maturation concomitantly with the seed degreening and de-differentiation of chloroplasts into colorless, non-photosynthetic plastids called eoplasts. Since chlorophyll retention leads to poor seed performance upon sowing, these processes are important for seed vigor. However, how they are regulated and connected to the acquisition of seed longevity remains poorly understood. Here, we show that such a role is provided by ABSCISIC ACID INSENSITIVE 4 in the legume Medicago truncatula. Mature seeds of Mtabi4 mutants contained more chlorophyll than wild-type seeds and exhibited a 75% reduction in longevity and reduced dormancy. MtABI4 was necessary to stimulate eoplast formation as evidenced by the significant delay in the dismantlement of photosystem II during maturation of mutant seeds. Mtabi4 seeds also exhibited transcriptional deregulation of genes associated with retrograde signaling and transcriptional control of plastid encoded genes. Longevity was restored when Mtabi4 seeds developed in darkness, suggesting that shutdown of photosynthesis during maturation rather than chlorophyll degradation per se is a requisite for the acquisition of longevity. Indeed, shelf life of stay green mutant seeds that retained chlorophyll was not affected. Thus, ABI4 plays a role in coordinating the dismantlement of chloroplasts during seed development to avoid damage and compromise seed longevity acquisition. Analysis of Mtabi4 Mtabi5 double mutants showed synergistic effects on chlorophyll retention and longevity, suggesting that they act via parallel pathways.