Most firms are chasing Ai features while ignoring the broken data pipelines beneath them. True automation requires a clean architectural foundation, not just a shiny API wrapper. Stop buying tools and start fixing your data strategy. 🛠️📉
#Ai #DigitalTransformation #EnterpriseArchitecture
Most firms are chasing Ai features while ignoring the broken data pipelines beneath them. True automation requires a clean architectural foundation, not just a shiny API wrapper. Stop buying tools and start fixing your data strategy. 🛠️📉
#Ai #DigitalTransformation #EnterpriseArchitecture
Most firms are chasing Ai features while ignoring the broken data pipelines beneath them. True automation requires a clean architectural foundation, not just a shiny API wrapper. Stop buying tools and start fixing your data strategy. 🛠️📉
#Ai #DigitalTransformation #EnterpriseArchitecture
Most firms are chasing Ai features while ignoring the broken data pipelines beneath them. True automation requires a clean architectural foundation, not just a shiny API wrapper. Stop buying tools and start fixing your data strategy. 🛠️📉
#Ai #DigitalTransformation #EnterpriseArchitecture
Most firms are chasing Ai features while ignoring the broken data pipelines beneath them. True automation requires a clean architectural foundation, not just a shiny API wrapper. Stop buying tools and start fixing your data strategy. 🛠️📉
#Ai #DigitalTransformation #EnterpriseArchitecture
Copilot Cowork is GA, but MSPs should treat it as an operations change, not just another Copilot feature. The work now is permissions, billing controls, agent identity, audit trails, and deciding which client workflows are safe enough for long-running agents.
Stale files in SharePoint don’t just waste storage—they degrade Copilot’s answers by feeding it outdated content. Microsoft 365 Archive now supports file-level cold storage, and for MSPs, this is both a cost-control play and a Copilot-readiness service hiding in plain sight.
Microsoft demoed a working AI agent for a lumber company built in 20 minutes using Azure AI Foundry. BHP is running agentic AI at production scale to screen 500,000 chemical reagents for copper extraction. For MSPs and IT operators, the deployment speed has outpaced governance — here’s where to put the guardrails.
GitHub Copilot CLI can analyze exported Intune diagnostics. Dataverse MCP gives agents named tools that can create records. MSPs need one auditable policy for AI access before useful troubleshooting turns into shadow IT.
If your helpdesk still opens an Intune diagnostics bundle and starts grepping through files by hand, Stefan Röll has a useful shortcut: run GitHub Copilot CLI in the extracted log folder and ask it to build the first pass. The important part is the boundary. This is not a native Intune integration, and it is not autopilot for remediation. It is a faster way to turn a dense bundle into a timeline, likely root cause, and RCA draft that an admin still has to verify.
