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AI-Driven WhatsApp Business Chatbot

AI-Driven WhatsApp Business Chatbot is a 18-node automation blueprint connecting OpenAI, Qdrant, Google Drive. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIQdrantGoogle DriveWhatsAppCustom APIs via HTTP nodes

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.

18

Nodes

15

Links

3

Run groups

Connected tools

5 integrations

  • OpenAI
  • Qdrant
  • Google Drive
  • WhatsApp
  • Custom APIs via HTTP nodes

Canvas controls

Fit wide systems, then zoom into any run group.

AI-Driven WhatsApp Business Chatbot execution lanes3 run groups containing 18 workflow nodes and 15 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.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 2 outgoing connections.STARTWhen clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 2 OUTCreate collection. integration node, httpRequest. 1 incoming and 0 outgoing connections.STEP 02Create collectionINTEGRATIONHTTPREQUEST1 IN / 0 OUTRefresh collection. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 02Refresh collectionINTEGRATIONHTTPREQUEST1 IN / 1 OUTGet folder. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.STEP 03Get folderGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTDownload Files. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.STEP 04Download FilesGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTQdrant Vector Store. ai node, vectorStoreQdrant. 3 incoming and 0 outgoing connections.OUTCOMEQdrant Vector StoreAIVECTORSTOREQDRANT3 IN / 0 OUTEmbeddings OpenAI. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Embeddings OpenAIOPENAIEMBEDDINGSOPENAI0 IN / 1 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTToken Splitter. ai node, textSplitterTokenSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Token SplitterAITEXTSPLITTERTOKENSPLITT0 IN / 1 OUTVerify. trigger node, webhook. 0 incoming and 1 outgoing connections.STARTVerifyTRIGGERWEBHOOK0 IN / 1 OUTRespond to Webhook. trigger node, respondToWebhook. 1 incoming and 0 outgoing connections.OUTCOMERespond to WebhookTRIGGERRESPONDTOWEBHOOK1 IN / 0 OUTRespond. trigger node, webhook. 0 incoming and 1 outgoing connections.STARTRespondTRIGGERWEBHOOK0 IN / 1 OUTis Message?. decision node, if. 1 incoming and 2 outgoing connections.STEP 02is Message?DECISIONIF1 IN / 2 OUTAI Agent. ai node, agent. 3 incoming and 1 outgoing connections.STEP 03AI AgentAIAGENT3 IN / 1 OUTOnly message. integration node, whatsApp. 1 incoming and 0 outgoing connections.STEP 03Only messageINTEGRATIONWHATSAPP1 IN / 0 OUTSend. integration node, whatsApp. 1 incoming and 0 outgoing connections.OUTCOMESendINTEGRATIONWHATSAPP1 IN / 0 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.18 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

When clicking ‘Test workflow’

5 Execution Links3 Support Dependencies

  1. Start

    When clicking ‘Test workflow’

    Trigger

  2. Step 2

    Create collection

    Integration

    Refresh collection

    Integration

  3. Step 3

    Get folder

    Integration

  4. Step 4

    Download Files

    Integration

  5. Outcome

    Qdrant Vector Store

    AI reasoning

Attached dependencies

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

3 nodes

  • Embeddings OpenAI

    AI reasoning dependency

  • Default Data Loader

    AI reasoning dependency

  • Token Splitter

    AI reasoning dependency

02

Run Group

Verify

1 Execution Link

  1. Start

    Verify

    Trigger

  2. Outcome

    Respond to Webhook

    Trigger

03

Run Group

Respond

4 Execution Links2 Support Dependencies

  1. Start

    Respond

    Trigger

  2. Step 2

    is Message?

    Decision

  3. Step 3

    AI Agent

    AI reasoning

    Only message

    Integration

  4. Outcome

    Send

    Integration

Attached dependencies

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

2 nodes

  • OpenAI Chat Model

    AI reasoning dependency

  • Window Buffer Memory

    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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