Limitations and Residual Risks
Deploying Trustworthy AI for Industrial Maintenance

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Limitations and Residual Risks
Deploying Trustworthy AI for Industrial Maintenance

Author : Vincent LEMONDE

Publication date: August 10, 2026 | Lire en français

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9. Limitations and Residual Risks

Every methodology has its blind spots. This section identifies the known limitations of the proposed approach and the residual risks that the methodology mitigates but does not eliminate.

9.1 Limitations of the Methodology

  • Dependence on the Quality of Documentation

    In a document-driven approach, the quality of the results is limited by the quality, completeness, and recency of the document corpus. If the documentation is incomplete, outdated, or poorly structured, the system will replicate these shortcomings. The document governance implemented in Step 2 reduces this risk but does not eliminate it: it requires an ongoing investment in maintaining the document repository, which can represent a significant burden...

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