
A place for AI forward engineers and leaders
Watch sessions on building AI agents grounded in your governed data.


## The problemSales reps live in dashboards but update the CRM from memory at the end of the week. Stages drift, close dates go stale, and the forecast leadership relies on lags reality by days. Stalled deals quietly age past the point of recovery because no system reminds the rep to act.## What this app doesAn opportunity workspace embedded in the analytics platform reps already open daily. Each rep sees their open deals sorted by staleness, with deals untouched for seven days surfaced at the top. They update stage, close date, and notes inline — and the change writes back to the CRM through a workflow. Leadership opens the same app and sees a live pipeline summary, stage-weighted forecast, and trend line that no longer waits for a Monday update cycle.## Key takeaways- Inline opportunity updates that write back to the CRM- Staleness signals push aging deals to the top of the list- Reminder banners prompt action before deals go cold- Leadership forecast updates the moment reps act## Who it's forField sales teams and revenue leaders at consumer goods companies whose CRM hygiene depends on rep memory today.