What the data for this category looks like
Data for the product usage data analysis category used for code and change review assistance typically comes from tracking systems, data warehouses, CRM systems, and ticket systems. Update frequency is daily or weekly. Regularly produced documents include usage analysis reports, tracking plans, indicator caliber tables, and dashboard requirement forms. Data fields include customer ID, function modules, operation duration, access paths, review indicator values, and more. Common units are counts, minutes, days, and similar. The length of a single indicator description or change behavior record is usually within several hundred characters.
Constraints imposed on the citation sources and traceability link
In the code and change review assistance scenario, product usage analysis data sources are scattered and require cross-system identifier association. The traceability link must bind unique association IDs for multi-source data to prevent mismatches between review indicators and their sources. Data update frequency is tied to business dashboard cycles. The time range of traceability data must align with the current review and analysis cycle. The content of indicator caliber tables directly impacts the accuracy of review data interpretation. Citations must retain the original caliber descriptions to avoid caliber discrepancies across documents. Data misjudgments can introduce operational or review risks. The traceability chain must fully retain original data generation nodes to facilitate exception troubleshooting.
How to set the configurations
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
quoteMaxToken | 800–1200 token | Adapts to the length of product usage analysis documents in code and change review scenarios, avoiding truncation of review indicators, change record identifiers, and other information required for traceability |
responseData | Enabled | Used to bind original data association IDs from tracking systems, CRM systems for code reviews and change records, enabling cross-system source traceability |
detail | Enabled | Retains original descriptions in indicator caliber tables, ensuring key review definitions are not lost during citation |
| Citation source display limit | Top 5 entries | Matches the display limit of daily review dashboards, avoiding information overload on pages |
| Data synchronization cycle | Daily synchronization | Matches the daily update frequency of data sources, ensuring timeliness of traceability data |
Three common misconfigurations
- Citation source documentation is not displayed on the official chat page. Cause: The
responseDataconfiguration is not enabled, or the original data association field is not bound. Only the temporary display logic triggers on the debug page. - The text content extraction component cannot extract knowledge base citation content. Cause: The
detailconfiguration is not enabled, so citation source metadata is not included during extraction, making association with original documents impossible. - Program execution results cannot be used as background knowledge input for subsequent modules. Cause:
responseDatais not configured to write the original identifier of the execution result into the context, so subsequent modules cannot access traceability information.
How to verify the configuration is correct
- Access the FastGPT v4.17.0 debug page, initiate a product usage analysis query related to code and change review, and check whether the returned result carries the document identifier or association ID of the citation source.
- Publish the official dashboard or chat page, and verify that cited tracking, ticket, or CRM source information is displayed without missing or abnormal content.
- Adjust the value of
quoteMaxToken, and validate that long-text citation content is fully retained without truncation. - Trigger the program execution function, confirm that the execution result is correctly written into the context of subsequent modules, and verify the traceability chain is complete via the association identifier.
The values provided here are common starting points and should be measured 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.