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AI-Powered Tax Code Processing Workflow

AI-Powered Tax Code Processing Workflow is a 31-node automation blueprint connecting Mistral Cloud, Qdrant, OpenAI. Inspect its trigger, execution graph, branches, and implementation requirements.

Mistral CloudQdrantOpenAI

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.

31

Nodes

29

Links

3

Run groups

Connected tools

3 integrations

  • Mistral Cloud
  • Qdrant
  • OpenAI

Canvas controls

Fit wide systems, then zoom into any run group.

AI-Powered Tax Code Processing Workflow execution lanes3 run groups containing 31 workflow nodes and 29 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 1 outgoing connections.STARTWhen clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTGet Tax Code Zip File. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 02Get Tax Code Zip FileINTEGRATIONHTTPREQUEST1 IN / 1 OUTExtract Zip Files. integration node, compression. 1 incoming and 1 outgoing connections.STEP 03Extract Zip FilesINTEGRATIONCOMPRESSION1 IN / 1 OUTFiles as Items. transform node, splitOut. 1 incoming and 1 outgoing connections.STEP 04Files as ItemsTRANSFORMSPLITOUT1 IN / 1 OUTExtract PDF Contents. integration node, extractFromFile. 1 incoming and 1 outgoing connections.STEP 05Extract PDF ContentsINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTExtract From Chapter. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Extract From ChapterTRANSFORMSET1 IN / 1 OUTMap To Sections. transform node, set. 1 incoming and 1 outgoing connections.STEP 07Map To SectionsTRANSFORMSET1 IN / 1 OUTSections To List. transform node, splitOut. 1 incoming and 1 outgoing connections.STEP 08Sections To ListTRANSFORMSPLITOUT1 IN / 1 OUTOnly Valid Sections. decision node, filter. 1 incoming and 1 outgoing connections.STEP 09Only Valid SectionsDECISIONFILTER1 IN / 1 OUTFor Each Section.... integration node, splitInBatches. 2 incoming and 1 outgoing connections.STEP 10For Each Section...INTEGRATIONSPLITINBATCHES2 IN / 1 OUTContent Chunking @ 50k Chars. transform node, set. 1 incoming and 1 outgoing connections.STEP 11Content Chunking @ 50k Ch…TRANSFORMSET1 IN / 1 OUTSplit Out Chunks. transform node, splitOut. 1 incoming and 1 outgoing connections.STEP 12Split Out ChunksTRANSFORMSPLITOUT1 IN / 1 OUTQdrant Vector Store. ai node, vectorStoreQdrant. 3 incoming and 1 outgoing connections.STEP 13Qdrant Vector StoreAIVECTORSTOREQDRANT3 IN / 1 OUT1sec. integration node, wait. 1 incoming and 1 outgoing connections.OUTCOME1secINTEGRATIONWAIT1 IN / 1 OUTEmbeddings Mistral Cloud. ai node, embeddingsMistralCloud. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Embeddings Mistral CloudAIEMBEDDINGSMISTRALCLOUD0 IN / 1 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTRecursive Character Text Splitter. ai node, textSplitterRecursiveCharacterTextSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Recursive Character Text …AITEXTSPLITTERRECURSIVECH0 IN / 1 OUTExecute Workflow Trigger. trigger node, executeWorkflowTrigger. 0 incoming and 1 outgoing connections.STARTExecute Workflow TriggerTRIGGEREXECUTEWORKFLOWTRIGGER0 IN / 1 OUTSwitch. decision node, switch. 1 incoming and 2 outgoing connections.STEP 02SwitchDECISIONSWITCH1 IN / 2 OUTGet Mistral Embeddings. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 03Get Mistral EmbeddingsINTEGRATIONHTTPREQUEST1 IN / 1 OUTUse Qdrant Scroll API. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 03Use Qdrant Scroll APIINTEGRATIONHTTPREQUEST1 IN / 1 OUTUse Qdrant Search API1. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 04Use Qdrant Search API1INTEGRATIONHTTPREQUEST1 IN / 1 OUTGet Search Response. transform node, set. 1 incoming and 0 outgoing connections.STEP 04Get Search ResponseTRANSFORMSET1 IN / 0 OUTGet Ask Response. transform node, set. 1 incoming and 0 outgoing connections.OUTCOMEGet Ask ResponseTRANSFORMSET1 IN / 0 OUTWhen chat message received. trigger node, chatTrigger. 1 incoming and 1 outgoing connections.STARTWhen chat message receivedTRIGGERCHATTRIGGER1 IN / 1 OUTAI Agent. ai node, agent. 5 incoming and 0 outgoing connections.OUTCOMEAI AgentAIAGENT5 IN / 0 OUTWindow Buffer Memory1. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Window Buffer Memory1AIMEMORYBUFFERWINDOW0 IN / 1 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 OUTAsk Tool. ai node, toolWorkflow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Ask ToolAITOOLWORKFLOW0 IN / 1 OUTSearch Tool. ai node, toolWorkflow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Search ToolAITOOLWORKFLOW0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.31 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’

14 Execution Links3 Support Dependencies

  1. Start

    When clicking ‘Test workflow’

    Trigger

  2. Step 2

    Get Tax Code Zip File

    Integration

  3. Step 3

    Extract Zip Files

    Integration

  4. Step 4

    Files as Items

    Transform

  5. Step 5

    Extract PDF Contents

    Integration

  6. Step 6

    Extract From Chapter

    Transform

  7. Step 7

    Map To Sections

    Transform

  8. Step 8

    Sections To List

    Transform

  9. Step 9

    Only Valid Sections

    Decision

  10. Step 10

    For Each Section...

    Integration

  11. Step 11

    Content Chunking @ 50k Chars

    Transform

  12. Step 12

    Split Out Chunks

    Transform

  13. Step 13

    Qdrant Vector Store

    AI reasoning

  14. Outcome

    1sec

    Integration

Attached dependencies

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

3 nodes

  • Embeddings Mistral Cloud

    AI reasoning dependency

  • Default Data Loader

    AI reasoning dependency

  • Recursive Character Text Splitter

    AI reasoning dependency

02

Run Group

Execute Workflow Trigger

6 Execution Links

  1. Start

    Execute Workflow Trigger

    Trigger

  2. Step 2

    Switch

    Decision

  3. Step 3

    Get Mistral Embeddings

    Integration

    Use Qdrant Scroll API

    Integration

  4. Step 4

    Use Qdrant Search API1

    Integration

    Get Search Response

    Transform

  5. Outcome

    Get Ask Response

    Transform

03

Run Group

When chat message received

1 Execution Link5 Support Dependencies

  1. Start

    When chat message received

    Trigger

  2. Outcome

    AI Agent

    AI reasoning

Attached dependencies

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

5 nodes

  • Window Buffer Memory1

    AI reasoning dependency

  • OpenAI Chat Model

    AI reasoning dependency

  • Window Buffer Memory

    AI reasoning dependency

  • Ask Tool

    AI reasoning dependency

  • Search Tool

    AI reasoning dependency

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