Notes from building structured AI systems that integrate into business operations — not demos, not experiments.
Structured reporting is not about more dashboards. It is about a clear line between operational reality and the decisions that follow.
Resume parsing and candidate scoring are the easy parts. The durable value is in how those signals flow into onboarding, retention, and capacity planning.
Inventory is the quietest operational signal in most businesses and one of the highest-value when AI can finally read it at the right cadence.
The single biggest gap between AI pilots and AI in production is observability. Trust is earned by traces, not demos.
Most executive dashboards show everything. A useful one shows the three things that changed, and why they changed.
Extracting structured data from invoices, contracts, and forms is not an AI problem so much as a modelling problem that AI makes tractable.