What the data for this category looks like
The core data for this category originates from customer-submitted warranty work orders, system operation logs, contract warranty terms, and product version records. Daily circulating documents include defect confirmation sheets, repair execution records, and customer confirmation receipts. The system adjusts the data update frequency based on work order circulation rhythms, typically updating daily or after each order is completed. Data fields include work order number, defect type, associated version, responsibility judgment node, customer confirmation status, and other items. No unified standardized format exists, and some content consists of unstructured handwritten or verbal records.
What constraints do these characteristics impose on knowledge base retrieval and recall?
Decentralized, unstructured data sources require retrieval workflows to support semantic matching across multiple document types. The high-frequency update feature requires retrieval pipelines to enable real-time or near-real-time document synchronization, preventing the recall of expired repair records. No unified standard exists for document fields, so retrieval must support mixed keyword and semantic matching. Isolate non-warranty knowledge base data to avoid irrelevant content interfering with responsibility boundary judgments. The volume of historical data linked to a single work order is limited. Excessive retrieval results will increase information screening costs for on-call personnel.
Configuration Settings
| Configuration Item | Recommended Value Range | Rationale |
|---|---|---|
similarity | 0.72–0.85 | Match the precise semantics of warranty work orders, filter low-relevance non-defect documents |
limit | Top 4–6 entries | Adapt to the volume of associated data for a single warranty work order, avoid context overload that affects response speed |
usingReRank | Enabled | Optimize the matching accuracy between defect descriptions and repair records, improve the accuracy of responsibility boundary judgments |
datasetSearchUsingExtensionQuery | Enabled | Supplement the associated semantics of contract warranty terms, cover the rule basis required for responsibility judgment |
searchMode | Semantic Retrieval | Adapt to unstructured defect confirmation sheets and customer feedback content |
collectionIds | Specified according to the warranty period exclusive dataset | Isolate knowledge base data from other categories, prevent irrelevant documents from being included in recall results |
Three Common Misconfigurations
- Knowledge base recall results are empty or insufficient in quantity, and the interface displays no matching results. The cause is failure to use
collectionIdsto limit the warranty period exclusive dataset, resulting in recall of irrelevant operation and maintenance outsourcing documents or knowledge base content from other categories. - When calling the API to adjust the number of retrieval results, the number of returned entries cannot exceed 6. The cause is failure to correctly configure the value range of the
limitparameter. The default limit is 6 entries, and values beyond this range do not take effect. - An error indicating file size limit exceeded appears when importing warranty work order files, or new defect records cannot be synchronized to the knowledge base during conversations. The cause is failure to adjust the default single-file upload threshold of the knowledge base, and failure to enable the automatic knowledge base synchronization configuration for conversations. FastGPT v4.17.0 has a default single-file upload threshold of under 1 MB.
How to Verify Proper Configuration
- Initiate a simulated retrieval, enter a typical warranty defect description, and confirm that recall results include corresponding warranty work orders, repair records, and content related to contract terms.
- Check the
similarityparameter in the retrieval configuration, confirm that the value range meets business matching requirements, and adjust to an appropriate range through multiple rounds of testing. - Review the
collectionIdsconfiguration of the knowledge base dataset, confirm that it only includes document sources related to the warranty period, with no redundant data from other categories. - Test the
limitparameter during API calls, verify that the number of returned results matches the expected setting, and confirm that the default limit does not interfere with the configuration.
The values provided here are common starting points, and should be evaluated against the reader's own samples.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-10-19.