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Enterprise AI Through a Data Security Lens: Balancing Productivity With Safety

ID: 6d46a900-67f8-5112-a2e0-8723fb35467b

STIX ID: report--6d46a900-67f8-5112-a2e0-8723fb35467b

Feed Name: Dark Reading

Date Published: 2025-03-06

Date Updated: 2026-04-21

Author: Adam Strange

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## Executive Summary This Omdia commentary argues that organizations must prioritize data discovery, classification, and security before exposing datasets to AI/LLMs, recommending automated classification, clear policies, and guardrails so that only appropriate data is ingressed into AI systems; the piece advocates a "control-first" approach to balance productivity gains with data privacy, compliance, and risk mitigation.

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