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AI-Driven ETL and Query ResponseAI systemIntermediate

AI-Driven Document Processing and Query System

AI-Driven Document Processing and Query System is a 16-node automation blueprint connecting OpenAI, Pinecone, Google Drive. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIPineconeGoogle Drive

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.

16

Nodes

14

Links

2

Run groups

Connected tools

3 integrations

  • OpenAI
  • Pinecone
  • Google Drive

Canvas controls

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AI-Driven Document Processing and Query System execution lanes2 run groups containing 16 workflow nodes and 14 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 "Execute Workflow". trigger node, manualTrigger. 0 incoming and 1 outgoing connections.STARTWhen clicking "Execute Wo…TRIGGERMANUALTRIGGER0 IN / 1 OUTSet file URL in Google Drive. Google Drive node, set. 1 incoming and 1 outgoing connections.STEP 02Set file URL in Google Dr…GOOGLE DRIVESET1 IN / 1 OUTDownload file. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.STEP 03Download fileGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTPinecone Vector Store. Pinecone node, vectorStorePinecone. 3 incoming and 0 outgoing connections.OUTCOMEPinecone Vector StorePINECONEVECTORSTOREPINECONE3 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 OUTRecursive Character Text Splitter. ai node, textSplitterRecursiveCharacterTextSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Recursive Character Text …AITEXTSPLITTERRECURSIVECH0 IN / 1 OUTWhen chat message received. trigger node, chatTrigger. 0 incoming and 1 outgoing connections.STARTWhen chat message receivedTRIGGERCHATTRIGGER0 IN / 1 OUTSet max chunks to send to model. transform node, set. 1 incoming and 1 outgoing connections.STEP 02Set max chunks to send to…TRANSFORMSET1 IN / 1 OUTGet top chunks matching query. Pinecone node, vectorStorePinecone. 2 incoming and 1 outgoing connections.STEP 03Get top chunks matching q…PINECONEVECTORSTOREPINECONE2 IN / 1 OUTPrepare chunks. transform node, code. 1 incoming and 1 outgoing connections.STEP 04Prepare chunksTRANSFORMCODE1 IN / 1 OUTAnswer the query based on chunks. ai node, informationExtractor. 2 incoming and 1 outgoing connections.STEP 05Answer the query based on…AIINFORMATIONEXTRACTOR2 IN / 1 OUTCompose citations. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Compose citationsTRANSFORMSET1 IN / 1 OUTGenerate response. transform node, set. 1 incoming and 0 outgoing connections.OUTCOMEGenerate responseTRANSFORMSET1 IN / 0 OUTEmbeddings OpenAI2. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Embeddings OpenAI2OPENAIEMBEDDINGSOPENAI0 IN / 1 OUTOpenAI Chat Model1. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1OpenAI Chat Model1OPENAILMCHATOPENAI0 IN / 1 OUT

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.16 connected nodesEnter or click to lock · Escape to clear

Runtime breakdown

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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 "Execute Workflow"

3 Execution Links3 Support Dependencies

  1. Start

    When clicking "Execute Workflow"

    Trigger

  2. Step 2

    Set file URL in Google Drive

    Transform

  3. Step 3

    Download file

    Integration

  4. Outcome

    Pinecone 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

  • Recursive Character Text Splitter

    AI reasoning dependency

02

Run Group

When chat message received

6 Execution Links2 Support Dependencies

  1. Start

    When chat message received

    Trigger

  2. Step 2

    Set max chunks to send to model

    Transform

  3. Step 3

    Get top chunks matching query

    AI reasoning

  4. Step 4

    Prepare chunks

    Transform

  5. Step 5

    Answer the query based on chunks

    AI reasoning

  6. Step 6

    Compose citations

    Transform

  7. Outcome

    Generate response

    Transform

Attached dependencies

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

2 nodes

  • Embeddings OpenAI2

    AI reasoning dependency

  • OpenAI Chat Model1

    AI reasoning dependency

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