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AI DISCOVERY ENGAGEMENT

Before investing in AI, identify the workflow worth funding first. Executive Direction within 48 hours; complete package within 5 business days.

Applied AI guide · 6 min read

Agentic AI vs Traditional Workflow Automation

When deterministic automation is enough—and when an AI agent can responsibly handle interpretation and changing context.
01

Use rules when the path is known

Traditional automation is usually better for predictable steps, strict calculations and stable system actions. It is easier to test, explain and operate.

02

Use agents for bounded judgment

Agents become useful when a workflow requires interpreting unstructured information, selecting tools or adapting the next step. Their permissions and available actions should remain deliberately constrained.

03

Design for approval and recovery

Consequential actions need human approval, audit logs, retries and a clear path when the model is uncertain or a connected system fails.

References and further reading

Official and independent guidance used to support this practical overview. Product capabilities and pricing can change; verify current provider documentation before making a final decision.

AI DISCOVERY ENGAGEMENT

Before investing in AI, identify the workflow worth funding first.

One focused engagement to assess your business workflows, compare 5–7 candidate opportunities and recommend the first workflow worth funding.

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