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AI-Enhanced WhatsApp Chatbot Workflow

AI-Enhanced WhatsApp Chatbot Workflow is a 26-node automation blueprint connecting WhatsApp, OpenAI. Inspect its trigger, execution graph, branches, and implementation requirements.

Interactive system map

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

26

Nodes

28

Links

1

Run groups

Connected tools

2 integrations

  • WhatsApp
  • OpenAI

Canvas controls

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AI-Enhanced WhatsApp Chatbot Workflow execution lanes1 run groups containing 26 workflow nodes and 28 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.WhatsApp Trigger. trigger node, whatsAppTrigger. 0 incoming and 1 outgoing connections.STARTWhatsApp TriggerTRIGGERWHATSAPPTRIGGER0 IN / 1 OUTInput type. decision node, switch. 1 incoming and 5 outgoing connections.STEP 02Input typeDECISIONSWITCH1 IN / 5 OUTText. transform node, set. 1 incoming and 1 outgoing connections.STEP 03TextTRANSFORMSET1 IN / 1 OUTGet Audio Url. integration node, whatsApp. 1 incoming and 1 outgoing connections.STEP 03Get Audio UrlINTEGRATIONWHATSAPP1 IN / 1 OUTGet Image Url. integration node, whatsApp. 1 incoming and 1 outgoing connections.STEP 03Get Image UrlINTEGRATIONWHATSAPP1 IN / 1 OUTNot supported. integration node, whatsApp. 1 incoming and 0 outgoing connections.STEP 03Not supportedINTEGRATIONWHATSAPP1 IN / 0 OUTOnly PDF File. decision node, if. 1 incoming and 2 outgoing connections.STEP 03Only PDF FileDECISIONIF1 IN / 2 OUTDownload Audio. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 04Download AudioINTEGRATIONHTTPREQUEST1 IN / 1 OUTDownload Image. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 04Download ImageINTEGRATIONHTTPREQUEST1 IN / 1 OUTGet File Url. integration node, whatsApp. 1 incoming and 1 outgoing connections.STEP 04Get File UrlINTEGRATIONWHATSAPP1 IN / 1 OUTIncorrect format. integration node, whatsApp. 1 incoming and 0 outgoing connections.STEP 04Incorrect formatINTEGRATIONWHATSAPP1 IN / 0 OUTTranscribe Audio. OpenAI node, openAi. 1 incoming and 1 outgoing connections.STEP 05Transcribe AudioOPENAIOPENAI1 IN / 1 OUTAnalyze Image. OpenAI node, openAi. 1 incoming and 1 outgoing connections.STEP 05Analyze ImageOPENAIOPENAI1 IN / 1 OUTDownload File. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 05Download FileINTEGRATIONHTTPREQUEST1 IN / 1 OUTAudio. transform node, set. 1 incoming and 1 outgoing connections.STEP 06AudioTRANSFORMSET1 IN / 1 OUTImage. transform node, set. 1 incoming and 1 outgoing connections.STEP 06ImageTRANSFORMSET1 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 1 outgoing connections.STEP 06Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTFile. transform node, set. 1 incoming and 1 outgoing connections.STEP 07FileTRANSFORMSET1 IN / 1 OUTAI Agent1. ai node, agent. 6 incoming and 1 outgoing connections.STEP 08AI Agent1AIAGENT6 IN / 1 OUTFrom audio to audio?. decision node, if. 1 incoming and 2 outgoing connections.STEP 09From audio to audio?DECISIONIF1 IN / 2 OUTGenerate Audio Response. OpenAI node, openAi. 1 incoming and 1 outgoing connections.STEP 10Generate Audio ResponseOPENAIOPENAI1 IN / 1 OUTSend message. integration node, whatsApp. 1 incoming and 0 outgoing connections.STEP 10Send messageINTEGRATIONWHATSAPP1 IN / 0 OUTFix mimeType for Audio. transform node, code. 1 incoming and 1 outgoing connections.STEP 11Fix mimeType for AudioTRANSFORMCODE1 IN / 1 OUTSend audio. integration node, whatsApp. 1 incoming and 0 outgoing connections.OUTCOMESend audioINTEGRATIONWHATSAPP1 IN / 0 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTSimple Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Simple MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUT

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.26 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

WhatsApp Trigger

26 Execution Links2 Support Dependencies
  1. Start

    WhatsApp Trigger

    Trigger

  2. Step 2

    Input type

    Decision

  3. Step 3

    Text

    Transform

    Get Audio Url

    Integration

    Get Image Url

    Integration

    Not supported

    Integration

    Only PDF File

    Decision

  4. Step 4

    Download Audio

    Integration

    Download Image

    Integration

    Get File Url

    Integration

    Incorrect format

    Integration

  5. Step 5

    Transcribe Audio

    AI reasoning

    Analyze Image

    AI reasoning

    Download File

    Integration

  6. Step 6

    Audio

    Transform

    Image

    Transform

    Extract from File

    Integration

  7. Step 7

    File

    Transform

  8. Step 8

    AI Agent1

    AI reasoning

  9. Step 9

    From audio to audio?

    Decision

  10. Step 10

    Generate Audio Response

    AI reasoning

    Send message

    Integration

  11. Step 11

    Fix mimeType for Audio

    Transform

  12. Outcome

    Send audio

    Integration

Attached dependencies

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

2 nodes
  • OpenAI Chat Model

    AI reasoning dependency

  • Simple Memory

    AI reasoning dependency

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