AI agents & automation.
From isolated tools to connected workflows.
A disciplined approach to AI-assisted operations with appropriate controls, human judgment and measurable outputs.
Start with the workflow
Identify the repeated decision, information handoff or operational activity and define what an accepted output should look like.
- Process mapping
- Information flow
- Acceptance criteria
Engineer for reliability
The operating environment matters: data access, privacy, permissions, exceptions, traceability, failure recovery and the role of human review.
- Governance
- Human review
- Integration
- Measurement
Scale only with evidence
A successful demonstration is not enough. The question is whether the workflow is consistently useful, commercially rational and maintainable.
Related KRAFT FORWARD pages
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