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MapMortar has developed world’s first Retrofit Agent, RetroAgent—an AI designed to function as an in-house sustainability expert, delivering real-time insights, compliance guidance, and strategic recommendations. Unlike general-purpose LLM wrappers, RetroAgent doesn’t just generate content, it actively interrogates MapMortar’s physics-informed simulation API, curated data lake, and external systems. This architecture eliminates hallucinations and ensures high-accuracy outputs, especially for technical calculations and retrofit planning. The result is actionable, trustworthy intelligence that empowers sustainability teams to scale their impact with confidence and precision, far beyond what generic LLMs or traditional tools can achieve.