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building production systems
Technical deep-dives, practical guides, and real-world AI insights from the team building enterprise AI for MSPs and businesses.
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Shadow AI Just Grew Hands: Why the Mexico AI Breach Should Terrify Every MSP
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Why 95% of AI Deployments Fail (And How to Build the 5% That Succeed)
AI deployments fail because of infrastructure, not intelligence. An MIT study found 95% of enterprise AI pilots deliver zero measurable P&L impact. MSPs that fix these seven infrastructure problems build the 5% of AI systems that work in production.
What Is RAG and Why Does It Matter for MSPs?
RAG lets AI models pull answers from your clients' private documents instead of relying on generic training data. For MSPs, a production-grade RAG pipeline is the difference between deploying AI that guesses and AI that knows.
Shadow AI Just Grew Hands: Why the Mexico AI Breach Should Terrify Every MSP
A single attacker used Claude and ChatGPT to steal 195 million government records from Mexico. The same AI safety failures that made it possible are running on your clients' networks right now.