Field notes from real UKG Pro WFM build work — integration patterns, analytics engineering, extension apps, and where AI actually earns its keep. New posts weekly.
Aug 31, 2026
Vendors are shipping agents that act, not just answer. The guardrails a write path needs before an AI agent touches timecards or schedules in UKG Pro WFM.
Aug 17, 2026
Ranking sites on volume per labor hour mostly ranks demand density. Split the ratio into process speed and staffing fit before anyone gets a scorecard.
Aug 10, 2026
Most labor savings numbers die in the room they are presented in. The discipline that makes one hold up: two ledgers, re-derived standards, and nothing summed.
Aug 3, 2026
Tip pooling rules are too complex for the POS or payroll to model, so they end up in a spreadsheet. What the app that replaces it actually has to do.
Jul 27, 2026
UKG Pro WFM forecasts are generated from the volume actuals you feed them. Business days, mapping drift, restatements, gaps — a field guide to the feed.
Jul 25, 2026
In UKG the data shape is the same for every tenant, but the rules aren’t. That’s why AI over workforce data needs a governed semantic layer first.
Jul 21, 2026
UKG Data Hub opens workforce data to real analytics — but most organizations stop at canned reports. A field guide to building labor KPIs your operators will actually use.
Jul 14, 2026
When UKG doesn’t have a screen for your workflow, the answer isn’t another disconnected system with another login. Extension apps embed custom functionality into the UKG experience.
Jul 7, 2026
Standard UKG interface patterns are batch by design. Here’s how to recognize when your integration genuinely needs to be event-driven — and what that architecture looks like.