VMD Insights
Engineering intelligence for real business systems.
Practical thinking on AI, automation, integration and the business systems companies actually run.
- Topic
- Operational AI
- Published
- 14 August 2026
- Reading time
- 5 min
Latest insights
AI Automation vs Traditional Workflow Automation
Deterministic workflows and AI-assisted steps solve different problems. The useful engineering question is which parts of a process need which — and most need both.
Automation · 14 August 2026 · 5 min read
Connecting AI to ERP and Business Systems: An Engineering Guide
What it actually takes to connect AI to an ERP and the systems around it: access, retrieval, grounding, read versus write, validation, audit and the failure modes.
Integration · 14 August 2026 · 6 min read
What we write about
- Operational AI
- AI Engineering
- Automation
- Integration
- Business Systems
- Data & BI
- Engineering