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The Economics Of AI-Naive IT Operations

AI-naive IT operations persist not because companies lack AI ambitions but because they fail to recognize that IT ticket data signals business process health, according to Forbes Councils Member Murthy Malapaka.

read1 min views11 publishedJul 23, 2026
The Economics Of AI-Naive IT Operations
Image: Machinebrief (auto-discovered)

By Murthy Malapaka, Forbes Councils MemberSource:

Forbes InnovationAI-naive IT operations aren't due to a lack of AI ambitions but to companies not recognizing that their IT ticket data is a signal of business process health.

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source & further reading
machinebrief.com — original article CrowdStrike finds possible bank hacker's CV among exposed AI logs Consistent Distribution Matching for Data-Free Diffusion Distillation Conditional Accuracy Profiles: Diagnosing LLM Judges across Deployment Conditions
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