Finance firms lean into multiagent systems, model routing

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Dive Brief

Organizations are moving beyond single agent systems despite operational complexity and lack of proven value, Capgemini found.

Published Nov. 5, 2026

Dive Brief:

  • Nearly half of the financial organizations creating multiagent systems within core banking and insurance workflows are unable to consistently demonstrate returns on their investments, according to a report from the Capgemini Research Institute. The findings are based on a survey of 1,100 C-suite executives at financial firms.
  • While agentic AI systems are being piloted or deployed by almost 60% of the financial institutions surveyed, only 1 in 10 has successfully orchestrated agents to run autonomously across their environments, according to the report.
  • Successful multiagent systems require an established cloud foundation, which serves as the execution layer governing agentic data access, decision-making and actions, according to Ravi Khokhar, global head of cloud for financial services at Capgemini. “As agentic AI scales, those with the strongest foundation...

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