Policy analysis, methodology and industry observation around real enterprise problems.
Many traditional enterprises do not need to scrap and rebuild their existing systems; instead, they are better suited for incremental upgrades through AI capability layers, API integration, and process re-engineering.
AI projects lacking acceptance criteria easily devolve into mere demonstrations. The clearer the metrics, the easier it is to determine whether a pilot project warrants scaling up.
Set clear success metrics, limit scope, iterate fast — validate value with a small pilot, then decide whether to scale.
