Clarify the Real Constraints
Deploying AI without compromising confidentiality

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IA2025 V1 Article

Clarify the Real Constraints
Deploying AI without compromising confidentiality

Author : Romain FAREL

Publication date: July 10, 2026 | Lire en français

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1. Clarify the Real Constraints

Objective: Establish the non-negotiable framework. Avoid 80% of unnecessary debates, especially those that give the illusion of progress.

We often find ourselves in this situation: an innovation committee, an industrial director, and a CISO at the head of the table. Someone eventually blurts out, “ChatGPT is banned here, so what do we do?”

And for two hours, we compare tools. That’s the wrong approach. In reality, the choice is already largely set in stone before we even begin comparing options.

Example

At a mid-sized engineering firm, three AI proofs of concept (POCs) were launched simultaneously. None lasted more than six months. Not for technical reasons. Simply because no one had laid out the real constraints from the start. We...

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