Agentic AI Now ?
Get prepared first
12/3/20251 min read


Everyoneโs talking about AI agents right now. But what struck me most? Most orgs arenโt ready.
Not because of the tech โ but because of their messy workflows, missing documentation, and fuzzy roles.
The consulting firm Roland Berger's latest report outlines the big vision: agents with perception, reasoning, and action โ capable of handling complex, multi-step tasks across systems and APIs.
They even map a future of โagentic meshesโ and multi-agent collaboration โ which sounds excitingโฆ and very far off.
Meanwhile, they rightly emphasize what actually matters right now:
Standardized tool interaction
Agent-aware security
Knowledge graphs
Governance frameworks
All of which require serious IT investment.
But hereโs the good news:
Agent-readiness doesnโt start with agents.
It starts with basics that most mid-sized teams can tackle fast โ without big budgets or dev squads:
1๏ธโฃ Clean workflows
Agents canโt reason through chaos.
But most teams still rely on tribal knowledge and undocumented hacks.
2๏ธโฃ Clear human-in-the-loop rules
Agents escalate decisions. But who decides what, when? Most orgs havenโt defined that.
3๏ธโฃ Structured knowledge, SOPs
You donโt need a knowledge graph yet โ but you do need searchable, structured, standardized info.
4๏ธโฃ Small, safe, scoped prototypes
RB suggests starting with narrow, high-value domains.
That means identifying 2โ3 workflows to redesign โ without touching your core systems.
Bottom line: Agentic AI is a future-state capability.
Agent-readiness is a today capability.
It doesnโt require:
โ building agents
โ multi-agent systems
โ graph databases
โ protocol standardization
It does require:
โ clarity
โ structure
โ documentation
โ prototype pilots
โ team alignment
And this is where mid-sized orgs can leap ahead โ long before enterprises finish rearchitecting their stacks.
From messy manual โ AI-assisted โ agent-ready.
If thatโs where youโre heading, Iโd be happy to help with:
Workflow mapping + simplification
SOP design
Human-in-the-loop modeling
Team enablement
90-day roadmap with clear milestones
hashtag#AIAgents hashtag#WorkflowAutomation hashtag#HumanCenteredAI hashtag#DigitalTransforma
Contact
bruno.gentil@sherpaconsultingasia.com
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