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Event-Driven AutomationAI systemIntermediate

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

Live system map / verified archive

The entire automation, wired and inspectable.

Brand marks identify the operational stack. Focus or select any node to isolate its real incoming and outgoing connections.

18

Nodes

15

Edges

6

Zones

System stack

5 integrations

  • OpenAI
  • Qdrant
  • Google Drive
  • WhatsApp
  • Custom APIs via HTTP nodes
AI-Driven WhatsApp Business Chatbot interactive execution graphStructural view of 18 workflow nodes and 15 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 2 outgoing connections.When clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 2 OUTCreate collection. integration node, httpRequest. 1 incoming and 0 outgoing connections.Create collectionINTEGRATIONHTTPREQUEST1 IN / 0 OUTRefresh collection. integration node, httpRequest. 1 incoming and 1 outgoing connections.Refresh collectionINTEGRATIONHTTPREQUEST1 IN / 1 OUTVerify. trigger node, webhook. 0 incoming and 1 outgoing connections.VerifyTRIGGERWEBHOOK0 IN / 1 OUTRespond. trigger node, webhook. 0 incoming and 1 outgoing connections.RespondTRIGGERWEBHOOK0 IN / 1 OUTGet folder. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.Get folderGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTDownload Files. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.Download FilesGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTRespond to Webhook. trigger node, respondToWebhook. 1 incoming and 0 outgoing connections.Respond to WebhookTRIGGERRESPONDTOWEBHOOK1 IN / 0 OUTis Message?. decision node, if. 1 incoming and 2 outgoing connections.is Message?DECISIONIF1 IN / 2 OUTQdrant Vector Store. ai node, vectorStoreQdrant. 3 incoming and 0 outgoing connections.Qdrant Vector StoreAIVECTORSTOREQDRANT3 IN / 0 OUTEmbeddings OpenAI. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAIOPENAIEMBEDDINGSOPENAI0 IN / 1 OUTOnly message. integration node, whatsApp. 1 incoming and 0 outgoing connections.Only messageINTEGRATIONWHATSAPP1 IN / 0 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTToken Splitter. ai node, textSplitterTokenSplitter. 0 incoming and 1 outgoing connections.Token SplitterAITEXTSPLITTERTOKENSPLITT0 IN / 1 OUTAI Agent. ai node, agent. 3 incoming and 1 outgoing connections.AI AgentAIAGENT3 IN / 1 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTSend. integration node, whatsApp. 1 incoming and 0 outgoing connections.SendINTEGRATIONWHATSAPP1 IN / 0 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUT

Signal inspector

Focus, hover, or select a node to illuminate its real path.

triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.verified structural metadata · graph cef71c318214098bEnter or click to lock · Escape to clear

Structured review

Read the workflow as a system, not a node dump.

The archived graph is grouped into operational zones, then checked against the controls needed to adapt the pattern safely. Every count below is derived from the normalized record.

01

Entry signals

4 nodes

Events, schedules, and unconnected roots that can start an execution.

Respond to Webhook

Trigger

When clicking ‘Test workflow’

Trigger

Verify

Trigger

Respond

Trigger

02

Data & operations

3 nodes

Transformations and external-system actions that move the work forward.

Refresh collection

Integration

Get folder

Integration

Download Files

Integration

03

Intelligence & routing

8 nodes

Model calls and control points that interpret, branch, or govern the run.

AI Agent

AI reasoning

OpenAI Chat Model

AI reasoning

Qdrant Vector Store

AI reasoning

Embeddings OpenAI

AI reasoning

Default Data Loader

AI reasoning

Token Splitter

AI reasoning

+ 2 more in system map
04

Terminal actions

3 nodes

Nodes with no visible outgoing edge: the workflow’s observable outcomes.

Create collection

Integration

Only message

Integration

Send

Integration

Provenance boundary

Inspectable does not mean redistributable.

This page publishes structural metadata extracted from a local workflow archive. Parameters, credential references, code bodies, and downloadable JSON are excluded. The route can enter indexing only after a graph match and quality gate; source licensing remains a separate promotion gate.

Graph match
prefix
Quality score
13 / 14
Raw download
Held
Crawler state
Follow

Adjacent systems

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Related records are ranked by shared integrations and graph quality.

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