Trane Technologies built an 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.

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Trane Cuts Building Diagnostics from 20 Minutes to 20 Seconds with Amazon Bedrock AgentCore

What happened

FAQ

What is Amazon Bedrock AgentCore?

It is a set of AWS capabilities for building, deploying, and operating AI agents at enterprise scale, including session and tool management plus integration with enterprise data — enabling complex workflows to be handled through natural language.

How did Trane achieve a 60x improvement?

Instead of an engineer navigating multiple screens to read and manually combine building data, the agent retrieves data from backend systems, summarizes it, and answers user questions directly — cutting the workflow from roughly 20 minutes to 20 seconds.

Is this model relevant to Middle East real estate operators?

Yes. Tower, mall, and utility operators in the Gulf face the same challenge: data spread across BMS, energy, and maintenance systems. A unified agent saves operational time and speeds up energy-efficiency decisions, which is a regional sustainability priority.

Can this be deployed without a large engineering team?

Managed agent services reduce the engineering burden, but success still depends on data quality, system integration, and well-scoped use cases — requirements that apply equally to regional enterprises.

Source: AWS Machine Learning

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