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AI-Powered Marketing & Sales Data Processor

AI-Powered Marketing & Sales Data Processor is a 21-node automation blueprint connecting Azure OpenAI, Langchain AI. Inspect its trigger, execution graph, branches, and implementation requirements.

Azure OpenAILangchain AI

Interactive system map

Follow the runtime. Inspect what supports it.

Solid horizontal paths show main-channel execution. Violet dependencies sit beneath the exact step they configure or empower.

21

Nodes

22

Links

1

Run groups

Connected tools

2 integrations

  • OpenAI
  • LangChain

Canvas controls

Fit wide systems, then zoom into any run group.

AI-Powered Marketing & Sales Data Processor execution lanes1 run groups containing 21 workflow nodes and 22 visible links. Solid horizontal lines are main-channel runtime links. Violet dashed lines connect typed dependencies beneath the runtime step they support. Focus any node to inspect its immediate path.Execute Workflow Trigger. trigger node, executeWorkflowTrigger. 0 incoming and 1 outgoing connections.STARTExecute Workflow TriggerTRIGGEREXECUTEWORKFLOWTRIGGER0 IN / 1 OUTCreate User Prompt. transform node, set. 1 incoming and 3 outgoing connections.STEP 02Create User PromptTRANSFORMSET1 IN / 3 OUTAI Agent. ai node, agent. 3 incoming and 1 outgoing connections.STEP 03AI AgentAIAGENT3 IN / 1 OUTMarketing AI Agent Processor. ai node, agent. 3 incoming and 1 outgoing connections.STEP 03Marketing AI Agent Proces…AIAGENT3 IN / 1 OUTProduct AI Agent Processor. ai node, agent. 3 incoming and 1 outgoing connections.STEP 03Product AI Agent ProcessorAIAGENT3 IN / 1 OUTData Recall Sales. transform node, set. 1 incoming and 2 outgoing connections.STEP 04Data Recall SalesTRANSFORMSET1 IN / 2 OUTData Recall Marketing. transform node, set. 1 incoming and 1 outgoing connections.STEP 04Data Recall MarketingTRANSFORMSET1 IN / 1 OUTData Recall Product. transform node, set. 1 incoming and 1 outgoing connections.STEP 04Data Recall ProductTRANSFORMSET1 IN / 1 OUTSales Data Processor. integration node, executeWorkflow. 1 incoming and 1 outgoing connections.STEP 05Sales Data ProcessorINTEGRATIONEXECUTEWORKFLOW1 IN / 1 OUTSF Sales Data Processor. integration node, executeWorkflow. 1 incoming and 0 outgoing connections.STEP 05SF Sales Data ProcessorINTEGRATIONEXECUTEWORKFLOW1 IN / 0 OUTMarketing Data Processor. integration node, executeWorkflow. 1 incoming and 1 outgoing connections.STEP 05Marketing Data ProcessorINTEGRATIONEXECUTEWORKFLOW1 IN / 1 OUTProduct AI Data Processor. integration node, executeWorkflow. 1 incoming and 1 outgoing connections.STEP 05Product AI Data ProcessorINTEGRATIONEXECUTEWORKFLOW1 IN / 1 OUTMerge all processed data. decision node, merge. 3 incoming and 1 outgoing connections.STEP 06Merge all processed dataDECISIONMERGE3 IN / 1 OUTBundle processed Data. transform node, aggregate. 1 incoming and 1 outgoing connections.STEP 07Bundle processed DataTRANSFORMAGGREGATE1 IN / 1 OUTSuccess Status Generated. transform node, set. 1 incoming and 0 outgoing connections.OUTCOMESuccess Status GeneratedTRANSFORMSET1 IN / 0 OUTAzure OpenAI Chat Model. OpenAI node, lmChatAzureOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Azure OpenAI Chat ModelOPENAILMCHATAZUREOPENAI0 IN / 1 OUTStructured Output Parser3. ai node, outputParserStructured. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Structured Output Parser3AIOUTPUTPARSERSTRUCTURED0 IN / 1 OUTAzure OpenAI Chat Model1. OpenAI node, lmChatAzureOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Azure OpenAI Chat Model1OPENAILMCHATAZUREOPENAI0 IN / 1 OUTStructured Output Parser1. ai node, outputParserStructured. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Structured Output Parser1AIOUTPUTPARSERSTRUCTURED0 IN / 1 OUTAzure OpenAI Chat Model2. OpenAI node, lmChatAzureOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Azure OpenAI Chat Model2OPENAILMCHATAZUREOPENAI0 IN / 1 OUTStructured Output Parser2. ai node, outputParserStructured. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Structured Output Parser2AIOUTPUTPARSERSTRUCTURED0 IN / 1 OUT

Signal inspector

Focus, hover, or select a step to isolate its runtime and support links.

Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.21 connected nodesEnter or click to lock · Escape to clear

Runtime breakdown

Read the execution spine before its dependencies.

Each run group separates main-channel steps from the models, tools, retrievers, and data services that support them. Start and outcome labels apply only to runtime nodes.

01

Run Group

Execute Workflow Trigger

16 Execution Links6 Support Dependencies

  1. Start

    Execute Workflow Trigger

    Trigger

  2. Step 2

    Create User Prompt

    Transform

  3. Step 3

    AI Agent

    AI reasoning

    Marketing AI Agent Processor

    AI reasoning

    Product AI Agent Processor

    AI reasoning

  4. Step 4

    Data Recall Sales

    Transform

    Data Recall Marketing

    Transform

    Data Recall Product

    Transform

  5. Step 5

    Sales Data Processor

    Integration

    SF Sales Data Processor

    Integration

    Marketing Data Processor

    Integration

    Product AI Data Processor

    Integration

  6. Step 6

    Merge all processed data

    Decision

  7. Step 7

    Bundle processed Data

    Transform

  8. Outcome

    Success Status Generated

    Transform

Attached dependencies

These nodes support the runtime above; they are not additional starts or outcomes.

6 nodes

  • Azure OpenAI Chat Model

    AI reasoning dependency

  • Structured Output Parser3

    AI reasoning dependency

  • Azure OpenAI Chat Model1

    AI reasoning dependency

  • Structured Output Parser1

    AI reasoning dependency

  • Azure OpenAI Chat Model2

    AI reasoning dependency

  • Structured Output Parser2

    AI reasoning dependency

Turn the map into a plan

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Bring the system shape into a workspace, then define the production controls, data boundaries, owners, and delivery sequence around your context.

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