Workflow Orchestration for Engineering Consulting Intelligent Due Diligence Reports

Data sources for engineering consulting intelligent due diligence reports include pre-project feasibility studies, site survey imagery, cost

What the data for this category looks like

Data sources for engineering consulting intelligent due diligence reports include pre-project feasibility studies, site survey imagery, cost accounting documents, industry policy compliance lists, and client requirement documents, among others. Data update rhythms adjust dynamically with project progress. It syncs when project plans are adjusted, costs change, or policies are updated. Document structures include project overviews, technical parameter details, cost accounting sheets, compliance check items, and risk warning modules, among others. Fields include building area (㎡), construction and installation cost (ten thousand yuan), material batch numbers, compliance clause numbers, and others. Some fields vary based on project type.

Constraints Imposed on Workflow Orchestration

Multi-source heterogeneous data sources require workflows to connect multiple types of data pulling and formatting components. This enables unified integration of data from different sources. Dynamic update rhythms require configuring scheduled synchronization or incremental pulling nodes. This prevents data lag from affecting the timeliness of due diligence reports. Unfixed document structures require workflows to support dynamic field adaptation. This avoids hard-coded fields causing adaptation failures for different projects. Fields with specific units require workflows to embed unit verification components. This prevents data format errors from impacting subsequent analysis and report generation.

Configuration Settings

Configuration ItemRecommended SettingRationale
multi_qa_return_modelast_onlyEngineering consulting due diligence multi-turn conversations only require final conclusions, no intermediate interaction content
file_export_citation_switchfalseDue diligence reports need to be concise without redundant citations, in line with industry delivery standards
code_run_log_storage_duration7 daysEngineering consulting project debugging cycles are long, require retaining sufficient log duration for troubleshooting
component_custom_param_enabletrueField parameters vary widely across different projects, need to support custom component parameters
data_sync_frequencyevery 24 hoursEngineering consulting project data update frequency is moderate, no need for high-frequency synchronization

The parameter values given on this page are all conventional recommendations used to determine a starting point for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require specific analysis. It is recommended to test on your own samples before finalizing settings.

Three Common Configuration Mistakes

  • Phenomenon: Workflows return all interaction content of multi-turn AI conversations after running. Cause: multi_qa_return_mode is not configured as last_only.
  • Phenomenon: Generated due diligence reports contain a large number of citation marks. Cause: The file_export_citation_switch configuration item is not turned off.
  • Phenomenon: Code debugging nodes have no printed output information. Cause: The code_run_log_display parameter is not enabled, or log storage duration is too short.

How to Verify Successful Configuration

  • Trigger a single-round test workflow. Confirm the final output only includes results from the last round of AI interaction, to verify the multi_qa_return_mode configuration takes effect.
  • Generate a test version of the due diligence report. Check that the document contains no citation marks, to confirm the file_export_citation_switch configuration is correct.
  • Run the code debugging node. View printed information in the log panel, to confirm the code_run_log_display parameter is enabled.
  • Modify the parameters of a custom component and save the changes. Confirm the modified node configuration takes effect, to verify the component_custom_param_enable switch status.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.