What this category's data looks like
This page focuses on material verification and discrepancy localization in enterprise sales product training, involving three types of materials: product manuals, sales sales terminology, and channel training schedules. Product manuals are released by the product department by version, with fields including product name, specifications, quantity, effective date, and signature field; sales sales terminology is updated quarterly by sales operations, with fields including product name, quantity, date, and sales terminology version number; channel training schedules are scheduled weekly by the training team, with fields including course name, product name, date, instructor signature, and receipt. When these three types of materials enter this feature, product manuals and sales sales terminology serve as the objects to be verified, and channel training schedules serve as the ledger baseline; the model reads the material content based on the context window and locates discrepancies. In terms of update cadence, product manuals iterate with versions, sales sales terminology is quarterly, and channel training schedules are weekly; the field characteristics are mainly name, quantity, date, and signature.
Configuration and implementation checks
This step is executed by application settings (response limit, etc.), outputting 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 output of this step only reaches the level of context range and response length; subsequent business results are completed by downstream nodes or manually, and during verification, items are compared one by one according to the table above.
| Object | Check | Verification action |
|---|---|---|
| Product manual | Check against the channel training schedule whether the product name, quantity, date, and signature are consistent | In application settings, check the position of the response limit slider, and check the values of maxResponse and maxContext |
| Sales sales terminology | Check against the product manual whether the product name, quantity, date, and version number are synchronized | Read the date and version fields in the sales terminology, and compare the reference text tokens corresponding to quoteMaxToken |
| Channel training schedule | Check against the sales sales terminology whether the course name, product name, date, instructor signature, and receipt are complete | Record the name, quantity, and date in the schedule one by one, and mark rows missing a signature or receipt |
| Discrepancy list | When the name, quantity, or date of the same record does not match across the two materials, include it in the list | Submit the discrepant fields to the reviewer for confirmation and write them back to the ledger |
Three common errors
- Symptom: The name or quantity of the same product does not match across the two materials. Cause: Versions are not synchronized, and the old manual is mixed with the new sales terminology.
- Symptom: The channel training schedule is missing the instructor signature or receipt. Cause: After scheduling, the signature page was not collected in time, and the receipt was not archived.
- Symptom: The answer is cut off in the middle of a sentence. Cause: The response limit is set too low, and the length of a single answer is truncated.
How to verify the setup
This feature's acceptance: ask a question that requires a long answer, and see whether the ending is complete.
Business test: use a real record to find fields that are inconsistent with the ledger.
- In application settings, check the response limit switch and slider position, and confirm that they match the answer length required by the page.
- Compare usage across two runs, and observe the change in single-run usage after adjusting the limit.