Solutions
Collections intelligence from the aging schedule you already sync weekly
Rank receivable buckets and surface collections priorities — structured rows and narratives for RevOps, CRM automation, and specialty finance programs.
Aging buckets look simple until credits, partial payments, and seasonal invoicing land in the same week. A dedicated AR accelerator endpoint turns those buckets into structured priorities your dialers, CRM rules, and risk dashboards can consume without bespoke parsers per client.
Why AR still breaks automation at scale
Ops teams often maintain parallel spreadsheets because ERP exports lose nuance. APIs fix that when the contract is strict: every row maps to fields your agents recognize, and narratives explain why a bucket jumped.
Cashytics keeps AR as one route in a broader cash suite so you can start narrow and expand into full health scoring when product readiness allows.
Designing agent workflows from JSON drivers
Ranked rows should include stable ids from your source system so CRM updates round-trip. Pair structured rows with narratives so agents see both the number and the story before calling a customer.
Log which version of the envelope schema you used when disputes arise — schema changes should be versioned like any other API.
Pilot metrics that matter to leadership
Measure dollars touched per agent hour, reduction in average days delinquent, and rollback rate when agents disagree with the model. Those metrics justify expanding from pilot portfolios to enterprise programs.
Compare pilot outcomes against control groups that stayed on spreadsheet prioritization to avoid optimism bias.
Expand into adjacent endpoints
Once AR prioritization is stable, add health score and distress routes for escalation when balances deteriorate faster than aging alone suggests. Shared envelopes keep engineering cost flat.