Workflow Orchestration for Conglomerate Marketing Content

Data sources include the group’s unified business line marketing material library, offline and online placement ledgers, and customer tiering tag

What this category of data looks like

Data sources include the group’s unified business line marketing material library, offline and online placement ledgers, and customer tiering tag library. Update cadence follows three schedules: subsidiary marketing materials are synced weekly, placement data is updated daily, and customer tags are updated in real time. Document structure covers structured ledgers and unstructured material packages. Structured fields include subsidiary code, material category, placement channel, material validity period, and conversion associated ID. Units used include bytes (for material file size), times (for placement impressions), and people (for number of reached audiences).

What constraints these characteristics impose on workflow orchestration

Multi-subsidiary entity isolation requirements mandate that workflows must include filtering logic based on subsidiary code to prevent cross-entity calls of unauthorized materials. Differentiated material validity period settings require workflows to add validity check nodes to prevent use of expired marketing content. Daily updated placement data requires workflow data source nodes to use incremental pull mode to balance real-time performance and resource usage. Real-time customer tag updates require workflows to connect to real-time tag interfaces to ensure marketing content matches the latest customer tiering characteristics. Additionally, multi-data source integration requirements mandate that workflows support parallel pulling of material and tag data across multiple nodes to avoid process blocking.

Configuration ItemRecommended ValueRationale
workflow_multi_tenant_filterEnabled, filter by subsidiary codeMarketing materials for each group subsidiary belong to separate entities. Isolated calls are required to meet compliance requirements
incremental_sync_interval1 hourPlacement data is updated daily. A 1-hour incremental pull interval balances real-time performance and resource usage
max_context_length8000–12000 charactersMarketing content combines multi-subsidiary materials and customer tags. Context length must cover complete integrated information
workflow_timeout300 secondsMulti-data source pulling and integration require extended processing time. This setting prevents process interruption due to timeout
rag_recall_top_kTop 6–8 resultsRelevant materials from different subsidiaries must be covered to avoid content bias caused by materials from a single subsidiary
llm_thinking_output_switchFully disabledPrevents residual model thinking fragments from appearing in generated marketing content

The parameter values provided on this page are common starting points for configuration setup. Actual values are affected by material format, data volume, and business rules. Each scenario requires targeted analysis. It is recommended to test on your own samples before finalizing settings.

Three Common Misconfigurations

  • Phenomenon: Workflow runs normally in preview mode, but no output or empty results appear in the official chat interface. Cause: The workflow_public_access parameter is not enabled. Only preview permissions are configured, and the official call interface is not opened.
  • Phenomenon: Residual thinking fragments wrapped in <think> tags appear in generated marketing content. Cause: The llm_thinking_output_switch parameter is not set to fully disabled. Only the front-end display switch is turned off.
  • Phenomenon: Node dragging during workflow orchestration is laggy, with delays exceeding 3 seconds. Cause: The workflow canvas in version 4.6.5 is used, and the workflow_node_lazy_load configuration is not enabled. This causes full rendering of all node elements.

How to Confirm Proper Configuration

  • Trigger a full workflow run, and check the run logs for material pull records filtered by subsidiary code to confirm the filtering logic is active.
  • Review generated marketing content to confirm no <think> tag residues are present, and confirm the thinking output configuration matches expectations.
  • Import a test workflow with 10 or more nodes, drag nodes to check response delay, and confirm the lag issue is resolved.
  • Call a model that does not support function call, trigger a process that requires branch judgment, and confirm that context is supplemented via search to complete logical execution.

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.