What this category's data looks like
This category's data looks like Enterprise sales product training involves three types of materials: product manuals, sales response guidelines, and channel training schedules. The sources are the product department, sales operations, and channel management, and the update cadence changes with version iterations, guideline adjustments, and schedule changes. Product manuals carry parameters, names, quantities, and effective dates; sales response guidelines carry scenario references and answer constraints; channel training schedules carry sessions, owners, and sign-off nodes. When the materials enter the multi-turn dialogue and prompt feature, the product manual serves as the factual source for the model to reference, the sales response guidelines serve as answer constraints for the model to follow, and the channel training schedule serves as the handover basis for the model to compare against. Field characteristics center on names, quantities, dates, version numbers, owners, and signature receipts. If any field is inconsistent between two materials, the issuable draft and the handover record cannot be aligned.
Configuration and implementation checks
This step is executed by the memory turns and prompt configuration in the application settings, outputting the referenced historical message range and answer constraints. The issuable material draft and handover record are then completed by the model. Memory turns control how many previous dialogue turns are referenced at most when answering. If the value is too small, prior context cannot be used; if too large, irrelevant content is brought in and consumption increases.
| Object | Check | Verification action |
|---|---|---|
| Product manual | Names, quantities, dates, and signatures must be consistent with the sales response guidelines | In the application settings, check the current memory turns value, run a test with two consecutive questions, check whether the second round correctly inherits the references from the first round, and verify the messages range corresponding to chatId |
| Sales response guidelines | Version numbers and effective dates must be synchronized with the channel training schedule | Compare the usage records of two runs to confirm that after adjusting the turns, the variables values change in sync with the material version |
| Channel training schedule | Owners, signatures, and receipts must correspond to the product manual | Draft one according to the template and complete one handover, see whether missing items are blocked, and verify whether the historical message range in messages covers the prior context required for the handover |
Three common errors
- Symptom: The names, quantities, and dates in the same record do not match between the product manual and the sales response guidelines. Cause: The two materials are updated separately, and the memory turns do not cover the prior context required by the latest version.
- Symptom: The version is not synchronized, and the draft references an old guideline. Cause: The prompt configuration does not constrain the version field, and the historical message range brings in expired content.
- Symptom: The handover record lacks a signature or receipt, and the next step cannot sign off. Cause: Material drafting and responsibility handover do not validate field completeness according to the template, and missing items are not blocked.
How to verify the setup
Acceptance for this feature: ask two consecutive follow-up questions, see whether the second question inherits the references from the first question, and verify the historical message range and answer constraints corresponding to the three identifiers chatId, messages, and variables.
Business test: draft one according to the template and complete one handover, and see whether missing items are blocked.
- In the application settings, check the current memory turns value, match it with the prior context range required by the question, and compare the usage records of two runs.
- Draft one material according to the template and complete one handover, and check whether names, quantities, dates, version numbers, owners, and signature receipts are complete and consistent.