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Case Study: Preventing Over-Automation by Simplifying the Workflow First
Case Study Writing showing how workflow simplification prevented over-automation, reduced maintenance time, and improved system reliability by removing unnecessary steps before adding more tools.

Katina Ndlovu
Jan 29


Case Study: Using AI as a Support Layer Without Replacing Human Judgement
Case Study Writing that explains how AI was used as a controlled support layer to reduce drafting time and cognitive load, while keeping human judgement and review at the centre.

Katina Ndlovu
Jan 29


Case Study: Introducing Automation After Workflow Clarity
This case study shows how introducing automation only after workflows were clarified reduced correction work, improved reliability, and recovered time capacity without over-automation.

Katina Ndlovu
Jan 29


Case Study: Reducing Operational Friction by Connecting Disconnected Tools
This case study documents how connecting disconnected tools into one system reduced manual coordination, improved reliability, and recovered time capacity.

Katina Ndlovu
Jan 29


Case Study: Replacing Manual Client Onboarding With a Structured Client Onboarding Workflow
This case study documents how replacing manual client onboarding with a structured workflow reduced operational friction and recovered time capacity for a service-based business.

Katina Ndlovu
Jan 29
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