Notes on applied AI, analytics and software implementation
June 2026
AI can help classify information, summarize large data sets, identify patterns and accelerate repetitive analytical workflows. The strongest implementations still define clear business questions, source data and review steps.
June 2026
Effective dashboards focus on a limited set of metrics tied to decisions. Data lineage, update frequency and exception handling are often more important than adding more charts.
May 2026
For a new AI workflow, a narrow proof of concept can help verify data quality, business usefulness and integration needs before expanding the implementation.