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Telegram PDF QA Automation

Telegram PDF QA Automation is a 18-node automation blueprint connecting Telegram, OpenAI, Pinecone. Inspect its trigger, execution graph, branches, and implementation requirements.

TelegramOpenAIPinecone

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

17

Links

1

Run groups

Connected tools

3 integrations

  • Telegram
  • OpenAI
  • Pinecone

Canvas controls

Fit wide systems, then zoom into any run group.

Telegram PDF QA Automation execution lanes1 run groups containing 18 workflow nodes and 17 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.Telegram Trigger. Telegram node, telegramTrigger. 0 incoming and 1 outgoing connections.STARTTelegram TriggerTELEGRAMTELEGRAMTRIGGER0 IN / 1 OUTCheck If is a document. decision node, if. 1 incoming and 2 outgoing connections.STEP 02Check If is a documentDECISIONIF1 IN / 2 OUTTelegram get File. Telegram node, telegram. 1 incoming and 1 outgoing connections.STEP 03Telegram get FileTELEGRAMTELEGRAM1 IN / 1 OUTQuestion and Answer Chain. ai node, chainRetrievalQa. 3 incoming and 1 outgoing connections.STEP 03Question and Answer ChainAICHAINRETRIEVALQA3 IN / 1 OUTChange to application/pdf. transform node, code. 1 incoming and 1 outgoing connections.STEP 04Change to application/pdfTRANSFORMCODE1 IN / 1 OUTTelegram Response. Telegram node, telegram. 1 incoming and 1 outgoing connections.STEP 04Telegram ResponseTELEGRAMTELEGRAM1 IN / 1 OUTPinecone Vector Store. Pinecone node, vectorStorePinecone. 3 incoming and 1 outgoing connections.STEP 05Pinecone Vector StorePINECONEVECTORSTOREPINECONE3 IN / 1 OUTStop and Error. integration node, stopAndError. 1 incoming and 0 outgoing connections.STEP 05Stop and ErrorINTEGRATIONSTOPANDERROR1 IN / 0 OUTLimit to 1. integration node, limit. 1 incoming and 1 outgoing connections.STEP 06Limit to 1INTEGRATIONLIMIT1 IN / 1 OUTTelegram Response about Database. Telegram node, telegram. 1 incoming and 1 outgoing connections.STEP 07Telegram Response about D…TELEGRAMTELEGRAM1 IN / 1 OUTStop and Error1. integration node, stopAndError. 1 incoming and 0 outgoing connections.OUTCOMEStop and Error1INTEGRATIONSTOPANDERROR1 IN / 0 OUTGroq Chat Model. Groq node, lmChatGroq. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Groq Chat ModelGROQLMCHATGROQ0 IN / 1 OUTVector Store Retriever. ai node, retrieverVectorStore. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Vector Store RetrieverAIRETRIEVERVECTORSTORE1 IN / 1 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 OUTPinecone Vector Store1. Pinecone node, vectorStorePinecone. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Pinecone Vector Store1PINECONEVECTORSTOREPINECONE1 IN / 1 OUTRecursive Character Text Splitter. ai node, textSplitterRecursiveCharacterTextSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Recursive Character Text …AITEXTSPLITTERRECURSIVECH0 IN / 1 OUTEmbeddings. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 3EmbeddingsOPENAIEMBEDDINGSOPENAI0 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

Telegram Trigger

10 Execution Links7 Support Dependencies

  1. Start

    Telegram Trigger

    Trigger

  2. Step 2

    Check If is a document

    Decision

  3. Step 3

    Telegram get File

    Integration

    Question and Answer Chain

    AI reasoning

  4. Step 4

    Change to application/pdf

    Transform

    Telegram Response

    Integration

  5. Step 5

    Pinecone Vector Store

    AI reasoning

    Stop and Error

    Integration

  6. Step 6

    Limit to 1

    Integration

  7. Step 7

    Telegram Response about Database

    Integration

  8. Outcome

    Stop and Error1

    Integration

Attached dependencies

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

7 nodes

  • Embeddings OpenAI

    AI reasoning dependency

  • Default Data Loader

    AI reasoning dependency

  • Groq Chat Model

    AI reasoning dependency

  • Vector Store Retriever

    AI reasoning dependency

  • Recursive Character Text Splitter

    AI reasoning dependency

  • Pinecone Vector Store1

    AI reasoning dependency

  • Embeddings

    AI reasoning dependency

Turn the map into a plan

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