October 12, 2026
A convincing AI forecast can rest on untested assumptions. Identify which claim could reverse the decision, test it in relevant conditions and approve the next bounded...
IDEAS INTO PRACTICE
Blog
Practical perspectives on AI governance, responsible adoption, and the technology that moves business forward.
Latest articles
Explore a topic, then choose a subcategory to find the guidance you need.
- All articles
- AI Governance
- Digital Transformation
- Back
- Governance in Practice
- Back
- AI & Workflow Automation
- E-commerce
- CRM & Marketing
- App Development
October 11, 2026
An approved AI tool does not make every dataset appropriate for every use. Define the task, necessary data, destination, access and output boundaries before sharing.
October 10, 2026
Two AI systems can report the same accuracy while creating different business risks. Examine errors, test coverage and review effort before deciding what the result justifies.
October 9, 2026
Choose an AI agent or workflow by examining the task, the discretion it needs and the actions it can take. A practical guide to bounded, testable...
October 8, 2026
Role-based AI training should demonstrate what people can decide and do at work. Use realistic tasks, explicit boundaries and follow-up evidence to assess capability.
October 7, 2026
Time saved by AI is only the start of the value story. Connect completed work, quality and released capacity to business results that a named owner...
October 6, 2026
An AI exit strategy should show how essential work continues when a system is paused, replaced or retired. Test the fallback, supplier handoff and unfinished work...
October 5, 2026
An AI approval should remain tied to the system’s purpose, data, users and authority. Here is how leaders can decide which changes need reassessment before a...
October 4, 2026
A human approval step only works when the reviewer can understand the decision, challenge the output and stop the action. Here is how to design oversight...
Important Links
Contact Us
Copyright © 2025
abdallahatef.com All rights reserved.