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The AI Integrations Matrix


The AI You Didn't Decide to Buy
AI can arrive quietly inside software you already use, but it still needs ownership and oversight.

Marla Ubhi
Aug 81 min read


Where It Starts and Where It Ends
A manageable AI pilot can become something much bigger, so it is important to map where it may end up before it starts.

Marla Ubhi
Aug 81 min read


Decision Support
AI can organise evidence and support a decision, but it cannot take responsibility for what happens to the person affected. Important decisions need genuine human oversight from somebody with the information, time and authority to challenge or reject the AI’s recommendation.

Marla Ubhi
Aug 81 min read


Operational Process
Small automated mistakes become significant when they are repeated across a business.

Marla Ubhi
Aug 81 min read


Team Workflow
When AI output moves into somebody else’s work, the level of responsibility changes with it.

Marla Ubhi
Aug 81 min read


Personal Productivity
A quick AI draft may stay with one person, but basic rules and proper checking still matter.

Marla Ubhi
Aug 81 min read


What is the AI Integrations Matrix?
Not every use of AI carries the same weight. The matrix helps you see the difference.

Marla Ubhi
Aug 81 min read
Our Thoughts
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