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Slack AI Chatbot with RAG Workflow

Slack AI Chatbot with RAG Workflow is a 17-node automation blueprint connecting OpenAI, Slack, Anthropic. Inspect its trigger, execution graph, branches, and implementation requirements.

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.

17

Nodes

15

Links

2

Run groups

Connected tools

5 integrations

  • OpenAI
  • Slack
  • Anthropic
  • Qdrant
  • Google Drive

Canvas controls

Fit wide systems, then zoom into any run group.

Slack AI Chatbot with RAG Workflow execution lanes2 run groups containing 17 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 Store1. ai node, vectorStoreQdrant. 3 incoming and 0 outgoing connections.OUTCOMEQdrant Vector Store1AIVECTORSTOREQDRANT3 IN / 0 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTEmbeddings OpenAI2. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Embeddings OpenAI2OPENAIEMBEDDINGSOPENAI0 IN / 1 OUTToken Splitter. ai node, textSplitterTokenSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Token SplitterAITEXTSPLITTERTOKENSPLITT0 IN / 1 OUTGet message. Slack node, slackTrigger. 0 incoming and 1 outgoing connections.STARTGet messageSLACKSLACKTRIGGER0 IN / 1 OUTAI Agent. ai node, agent. 5 incoming and 1 outgoing connections.STEP 02AI AgentAIAGENT5 IN / 1 OUTSend message. Slack node, slack. 1 incoming and 0 outgoing connections.OUTCOMESend messageSLACKSLACK1 IN / 0 OUTAnthropic Chat Model. Anthropic node, lmChatAnthropic. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Anthropic Chat ModelANTHROPICLMCHATANTHROPIC0 IN / 1 OUTSimple Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Simple MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTCalculator. ai node, toolCalculator. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1CalculatorAITOOLCALCULATOR0 IN / 1 OUTRAG. ai node, vectorStoreQdrant. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1RAGAIVECTORSTOREQDRANT1 IN / 1 OUTEmbeddings OpenAI1. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Embeddings OpenAI1OPENAIEMBEDDINGSOPENAI0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.17 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 Store1

    AI reasoning

Attached dependencies

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

3 nodes
  • Default Data Loader

    AI reasoning dependency

  • Embeddings OpenAI2

    AI reasoning dependency

  • Token Splitter

    AI reasoning dependency

02

Run Group

Get message

2 Execution Links5 Support Dependencies
  1. Start

    Get message

    Trigger

  2. Step 2

    AI Agent

    AI reasoning

  3. Outcome

    Send message

    Integration

Attached dependencies

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

5 nodes
  • Anthropic Chat Model

    AI reasoning dependency

  • Simple Memory

    AI reasoning dependency

  • Calculator

    AI reasoning dependency

  • RAG

    AI reasoning dependency

  • Embeddings OpenAI1

    AI reasoning dependency

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