What this category's data looks like
In the laboratory hazardous chemical procurement and ledger scenario, three types of materials—procurement applications, usage registrations, and inventory ledgers—are updated on a rolling basis by batch and date. A procurement application contains the item name, specification, quantity, application date, and approval signature; a usage registration contains the user, quantity used, date of use, and custodian signature; an inventory ledger contains the balance quantity, inbound date, and review receipt. When the materials enter the material verification and discrepancy localization function, the procurement application serves as the demand source, the usage registration serves as the consumption evidence, and the inventory ledger serves as the balance baseline. The three are compared field by field for the same hazardous chemical object to localize discrepancies in name, quantity, date, and signature receipt, forming a discrepancy list that is submitted to the reviewer for confirmation and written back.
Configuration and implementation checks
This step is executed by application settings (response limit, etc.), which determine the length of a single answer and the range of context that can be accommodated. The "discrepancy list" is then completed by the model. The response limit uses a slider to control the length of a single answer; if set too low, the answer will be truncated, and if set too high, consumption will increase.
| Object | Check | Verification action |
|---|---|---|
| Procurement application | Item name, quantity, application date, and approval signature are consistent with the inventory ledger | Compare the application and ledger field by field, record discrepancies in name, quantity, and date, and check whether signatures are complete |
| Usage registration | Quantity used, date of use, and custodian signature are consistent with the inventory ledger | Check the quantity used and date for the same hazardous chemical object, and inspect whether the receipt is missing |
| Inventory ledger | Balance quantity, inbound date, and review receipt are consistent with the first two materials | Use the ledger as the baseline to trace back the application and usage, and flag items whose versions are not synchronized and missing signatures |
| Model output | The discrepancy list fields are complete and point to specific materials and fields | Use maxResponse to control the length of a single answer, and use maxContext and quoteMaxToken to define the context and quotation budget |
Three common errors
- Symptom: The name and quantity of the same hazardous chemical record do not match between the procurement application and the inventory ledger. Cause: The two entries were not aligned to the same object, and the fields were not verified item by item.
- Symptom: The dates in the usage registration and the inventory ledger are inconsistent, and the discrepancy list points vaguely. Cause: Versions are not synchronized, old materials were not replaced, and the comparison baseline has drifted.
- Symptom: The approval signature or review receipt is missing, and the discrepancy list does not flag it. Cause: Materials were not collected completely, and signatures and receipts were not listed as mandatory fields during verification.
How to verify the setup
Acceptance of this function: ask a question that requires a long answer, check whether the ending is complete, and confirm that the answer was not truncated.
Business test: use a real record to find fields inconsistent with the ledger, write them into the discrepancy list, submit it to the reviewer for confirmation, and write it back.
- In the application settings, check the response limit switch and slider position, and confirm that they match the answer length required by the page.
- Compare the usage of two runs, observe the change in single-run usage after adjusting the limit, and check whether the endings of longer answers are complete.