How Trane gets building insights 60x faster with Amazon Bedrock AgentCore
Amazon Web Services Senthil Chinnaiyan
Trane Technologies built an AI-powered, agentic diagnostic assistant on Amazon Bedrock AgentCore to turn multi-screen HVAC troubleshooting into a conversational workflow. The team reduced a 20-minute diagnostic process to a 20-second natural language interaction in 3–4 weeks, based on internal technician benchmarking. This changes operations by speeding time-to-insight 60x and shifting staff from reactive work toward more proactive, data-driven optimization.
Why it matters
In about four weeks, Trane Technologies built an AI-powered agentic solution on Amazon Bedrock AgentCore that reduced a 20-minute, multi-screen building diagnostic workflow to a 20-second natural language interaction, a 60x improvement in time-to-insight. This post shares the architectural approach and key design decisions behind the solution.