What does a document sufficiency decision look like on a real home loan file?
A loan processor at Aster Financial receives a home loan application with incomplete income evidence and must decide between proceeding and requesting items, with a measurable downstream consequence.
At Aster Financial, a broker lodges home loan application `APP-2187` for two applicants. The loan processor opens the file and compares it against the income-evidence policy `POL-INC-04`.
**Supplied:** photo identification for both applicants, a signed application form, two payslips for applicant one, and a bank statement covering one month.
**Required by policy:** identification, the signed form, two recent payslips for each applicant, and three months of statements for the nominated account.
The processor finds three gaps: no payslips for applicant two, two missing statement months, and a form version that predates the current declaration wording. The processor does not forward the file to the credit officer. Instead the status of `APP-2187` moves from Received to Awaiting information, and request `REQ-0931` goes to the broker listing the three items, each tied to the policy clause that requires it.
The broker returns the items. The processor re-checks, records each requirement as met, and moves the file to Ready for assessment.
Had the file gone forward as it was, the credit officer would have returned it, adding a second handover and a second review of the same documents.
**What it teaches:** sufficiency is checked against a named policy, the request must be specific and traceable, and the status change is the observable result. A model is judged on the gap list, not on a general reply asking for more documents.
The scenario shows how one early judgement changes a file's status, handovers and rework, which is the signal a model needs to learn.
- Audience:
- Model labs
- Content type:
- Scenario
- Buyer question:
- What it is and why it matters
Content release: r-a220eb6e099b243b
Related questions
- What does it mean for an agent to decide whether the supplied documents are enough?
- What does a sufficiency decision look like on a real loan application?
- How do I tell whether my process suits sufficiency-focused training or evaluation?
- Where does the sufficiency decision sit in an agent loop, and which tool actions does it need?
- Why not handle this with a fixed checklist or rules engine instead of an agent?
- How does a sufficiency decision map onto environment state and tool actions?