Insights & Notes
Perspectives on data analytics, management reporting, project controls, AI automation, and applied computer vision from my consulting practice.
AI Automation for Data Operations: From Manual Workflows to Intelligent Pipelines
Most data operations problems are not data problems — they are automation problems. AI-assisted pipelines change the economics of data collection, transformation, and distribution fundamentally.
Why Businesses Are Automating Their Reporting — And How to Do It Right
The case for automated reporting is clear. The execution is where most efforts go wrong. Three common failure modes — and the architecture that avoids them.
Document Intelligence: Using AI to Extract and Process Business Data
Invoices, contracts, forms, and reports contain operational data trapped in formats built for humans. Document intelligence extracts it automatically — at a reliability approaching manual accuracy.
Why Performance Visibility Fails in Complex Organisations
Most organisations invest in reporting tools but never achieve true performance visibility. The problem isn't technology — it's architecture.
Executive Dashboards vs. Decision Systems
The dashboard industry has created a dangerous illusion: that displaying data equals understanding it. Here's why decision systems are fundamentally different.
The Hidden Cost of Fragmented Reporting
Fragmented reporting doesn't just waste time — it erodes trust, delays decisions, and creates organisational blind spots that compound over time.