eBook
29 May 2026

The Enterprise Agentic AI Handbook: From Pilots To Billion-Dollar Impact

Written by:
Indicium AI

Agentic AI delivers billions in savings and millions in new revenue at enterprise scale - but only when governance comes first. London Stock Exchange Group (LSEG) cut content curation review time by 65%. A multi-billion-dollar construction firm gained a 30% productivity uplift across 1,000+ people with AI-assisted bid generation.

Across the enterprise programs Indicium AI has supported, one differentiator explains these results: governance built before any agent touched a live workflow, not retrofitted after.

Drawn from real programs across financial services, energy, and construction, this handbook is for leaders ready to move past pilots and into production.

What's inside

  • What production-grade agentic AI looks like in practice - with case studies from LSEG, a global wealth manager, a European energy leader, and a construction enterprise
  • The three interlocking constraints that trap agentic AI in pilots, and why solving one is never enough
  • The operating model production deployments require
  • How governance accelerates adoption in regulated environments
  • The four-step route to enterprise value, from problem definition to internal ownership

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