Client
      International bank

      Industry
      Banking

      Primary goal
      Enable climate resilience initiatives

      Technologies
      Multi-agent AI system


      Make complex data actionable

      KPMG in Singapore's client is an international bank focused on fostering economic growth and promoting sustainable development in developing countries across Asia. The collection of climate data and geographical studies were initiated independently in each country, presenting communication challenges in keeping all parties aligned. Greater collaboration among multiple stakeholders was needed to standardize the data architecture, turn climate data into key insights for climate resilience initiatives and accelerate sustainable development decision-making.



      Client transformation journey

      Fragmented data collection


      The bank collected maps and data within each country’s geographic boundaries and conducted independent studies. This complex approach presented several challenges for maintaining smooth communication and alignment among all parties.

      Greater collaboration was required among multiple stakeholders, including public sector representatives, private financial institutions, climate specialists and the client’s operations team to enable stronger climate resilience initiatives and funding.

      A collaborative multi-disciplinary approach


      KPMG in Singapore adopted a multi-disciplinary approach to develop a Climate Intelligence platform that combines practical insights across climate resilience, AI design, and AI engineering. A custom multi-agent system enables the platform to dynamically process diverse geospatial and risk model datasets to generate insights for intuitive maps, AI-driven reports and scenario-based visualization. The system was built to scale and balances automated intelligence with human judgment and experience.

      Faster decision-making, larger capital deployment and reduced risk


      Decision-making accelerated — in some cases, from one year to one month — turning boardroom reviews into dynamic, on-demand insights. A standardized architecture for integrating and analyzing climate data from multiple projects and countries made funding opportunities more accessible. 


      How we make the difference

      Investors and funding organizations that operate across diverse countries and stakeholders contribute valuable but often independently developed data. KPMG in Singapore’s custom multi-agent AI system addressed this concern by turning complex data into aligned and actionable intelligence.

      If you are looking to accelerate decision-making across your organization by improving the quality and speed of complex data analysis, we welcome the opportunity to share our experiences with you and explore potential solutions that may be right for your organization.

      KPMG. Make the Difference.

      Meet the team

      Gilbert T. Trinchera

      Partner and Operations Lead of Lighthouse Philippines

      KPMG in the Philippines

      Some of the imagery/videos were developed with support of AI technology.


      Make the Difference with KPMG

      At KPMG, what sets us apart isn't just what we do, it's how we do it.

      We’re leveraging deep expertise and innovative technology to turn insights into opportunity and move business and innovation forward, placing human connections at the center.

      Together, we make the difference.