Researchers have applied artificial intelligence to estimate remaining useful life of lithium-ion batteries with greater precision. This advancement supports longer device performance and more sustainable energy storage solutions amid growing demand for electric vehicles and renewable tech. AI-driven prognostics are enabling predictive maintenance in battery-dependent systems worldwide.