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Agentic AI for large organisations: beyond token-maxxing

Published July 24, 2026 Articlesthought leadership

Published by BNP Paribas CIB, based on Charles’s keynote at the Mistral AI Now Summit in Paris. Includes the full video of the presentation.

Key ideas

  • Beyond token-maxxing. Success with AI is measured by business outcomes — revenue, productivity, customer impact — not by the volume of tokens consumed.
  • From Generative to Agentic AI. Generative AI amplifies individual tasks; agentic AI “rewires” end-to-end workflows through autonomous agents that reason, act and collaborate under human supervision.
  • Trust is the differentiator. With the same foundation models available to everyone, advantage comes from grounding agents in governed, proprietary data products and expert-designed workflows.
  • A six-pillar framework for moving from pilots to enterprise scale: business-led strategy, technology orchestration, data as a product, automated governance, people and culture, and FinOps with a “value-per-token” lens.

“If what got us here won’t get us there, we must rewire the ecosystem from the ground up.”

“For our corporate and institutional clients, the transition to agentic AI is a structural evolution of their operating models. It requires strategic investment and a long-term view.”

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