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Telegram to AI-Powered Chat and Image Workflow

Telegram to AI-Powered Chat and Image Workflow is a 12-node automation blueprint connecting Telegram, OpenAI, SerpAPI. Inspect its trigger, execution graph, branches, and implementation requirements.

TelegramOpenAISerpAPIHuggingFace

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.

12

Nodes

12

Links

1

Run groups

Connected tools

4 integrations

  • Telegram
  • OpenAI
  • SerpAPI
  • HuggingFace

Canvas controls

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Telegram to AI-Powered Chat and Image Workflow execution lanes1 run groups containing 12 workflow nodes and 12 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.Receive Telegram Messages. Telegram node, telegramTrigger. 0 incoming and 1 outgoing connections.STARTReceive Telegram MessagesTELEGRAMTELEGRAMTRIGGER0 IN / 1 OUTVoice or Text?. decision node, switch. 1 incoming and 2 outgoing connections.STEP 02Voice or Text?DECISIONSWITCH1 IN / 2 OUTFetch Voice Message. Telegram node, telegram. 1 incoming and 1 outgoing connections.STEP 03Fetch Voice MessageTELEGRAMTELEGRAM1 IN / 1 OUTPrepare for LLM. transform node, set. 1 incoming and 1 outgoing connections.STEP 03Prepare for LLMTRANSFORMSET1 IN / 1 OUTTranscribe Voice to Text. OpenAI node, openAi. 1 incoming and 1 outgoing connections.STEP 04Transcribe Voice to TextOPENAIOPENAI1 IN / 1 OUTAI Agent. ai node, agent. 5 incoming and 1 outgoing connections.STEP 05AI AgentAIAGENT5 IN / 1 OUTGenerate Image. integration node, httpRequest. 1 incoming and 1 outgoing connections.STEP 06Generate ImageINTEGRATIONHTTPREQUEST1 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 1 outgoing connections.STEP 07Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTPrepare Final Output. transform node, set. 1 incoming and 0 outgoing connections.OUTCOMEPrepare Final OutputTRANSFORMSET1 IN / 0 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTSerpAPI. ai node, toolSerpApi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1SerpAPIAITOOLSERPAPI0 IN / 1 OUTStructured Output Parser. ai node, outputParserStructured. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Structured Output ParserAIOUTPUTPARSERSTRUCTURED0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.12 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

Receive Telegram Messages

9 Execution Links3 Support Dependencies

  1. Start

    Receive Telegram Messages

    Trigger

  2. Step 2

    Voice or Text?

    Decision

  3. Step 3

    Fetch Voice Message

    Integration

    Prepare for LLM

    Transform

  4. Step 4

    Transcribe Voice to Text

    AI reasoning

  5. Step 5

    AI Agent

    AI reasoning

  6. Step 6

    Generate Image

    Integration

  7. Step 7

    Extract from File

    Integration

  8. Outcome

    Prepare Final Output

    Transform

Attached dependencies

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

3 nodes

  • OpenAI Chat Model

    AI reasoning dependency

  • SerpAPI

    AI reasoning dependency

  • Structured Output Parser

    AI reasoning dependency

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