
Example: A provider submits a completion claim for a cohort that finished last month. Delivery was real, learners completed, and internal notes confirm it. But a handful of learner records show a start date one week later than the portal's authorization window, and two learners have attendance logged in a system that uses different session IDs than the submission template. The "invoice" isn't disputed—it's simply unmatchable. Cash waits for cleanup.
Example: Two providers each show the same nominal "A/R outstanding." Provider A has receivables tied to cohorts that are fully completed with clean outcome evidence pending submission. Provider B has receivables tied to cohorts still in attendance thresholds with missing signatures and inconsistent learner identifiers. The balances look the same; the cash risk isn't even close.

Example: A program lead insists a cohort is "fully complete," but finance sees no cash movement. The gap isn't delivery; it's that outcomes are tracked in a separate spreadsheet with learner names slightly different from the submission record, and the evidence pack isn't assembled until month-end. After standardizing identifiers and building evidence packs weekly, queries drop and cash becomes predictable—without changing delivery at all.
Example: A CFO introduces this table in a 30-minute weekly "cash conversion" meeting. Within two cycles, they discover that the biggest delays aren't payor timelines—they're internal: outcomes are verified late, and evidence packs are built reactively. Assigning owners and tracking readiness turns "cash surprises" into a manageable pipeline.

Example: Two years into growth, a provider's best delivery team is burned out—not from training delivery, but from end-of-month evidence scrambles and query firefights. After shifting to stage-based forecasting and weekly evidence assembly, the same headcount delivers more cohorts with fewer emergencies, and finance stops being the bottleneck everyone resents.