TelcoAgent brings AI-powered 5G forecasting to telecom operators, helping predict network degradation before it impacts VoIP call quality and mobile performance. By combining KPM analytics, LLM reasoning, and 3GPP-grounded explainability, this research points toward smarter autonomous networks with faster troubleshooting, safer optimization, and more reliable voice services for connected users