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Event-Driven AutomationAI systemIntermediate

Telegram PDF Q&A Automation

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

TelegramOpenAIPinecone

Live system map / verified archive

The entire automation, wired and inspectable.

Brand marks identify the operational stack. Focus or select any node to isolate its real incoming and outgoing connections.

18

Nodes

17

Edges

6

Zones

System stack

3 integrations

  • Telegram
  • OpenAI
  • Pinecone
Telegram PDF Q&A Automation interactive execution graphStructural view of 18 workflow nodes and 17 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.Telegram Trigger. Telegram node, telegramTrigger. 0 incoming and 1 outgoing connections.Telegram TriggerTELEGRAMTELEGRAMTRIGGER0 IN / 1 OUTQuestion and Answer Chain. ai node, chainRetrievalQa. 3 incoming and 1 outgoing connections.Question and Answer ChainAICHAINRETRIEVALQA3 IN / 1 OUTGroq Chat Model. Groq node, lmChatGroq. 0 incoming and 1 outgoing connections.Groq Chat ModelGROQLMCHATGROQ0 IN / 1 OUTVector Store Retriever. ai node, retrieverVectorStore. 1 incoming and 1 outgoing connections.Vector Store RetrieverAIRETRIEVERVECTORSTORE1 IN / 1 OUTPinecone Vector Store1. Pinecone node, vectorStorePinecone. 1 incoming and 1 outgoing connections.Pinecone Vector Store1PINECONEVECTORSTOREPINECONE1 IN / 1 OUTEmbeddings. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.EmbeddingsOPENAIEMBEDDINGSOPENAI0 IN / 1 OUTTelegram Response. Telegram node, telegram. 1 incoming and 1 outgoing connections.Telegram ResponseTELEGRAMTELEGRAM1 IN / 1 OUTCheck If is a document. decision node, if. 1 incoming and 2 outgoing connections.Check If is a documentDECISIONIF1 IN / 2 OUTStop and Error. integration node, stopAndError. 1 incoming and 0 outgoing connections.Stop and ErrorINTEGRATIONSTOPANDERROR1 IN / 0 OUTTelegram get File. Telegram node, telegram. 1 incoming and 1 outgoing connections.Telegram get FileTELEGRAMTELEGRAM1 IN / 1 OUTChange to application/pdf. transform node, code. 1 incoming and 1 outgoing connections.Change to application/pdfTRANSFORMCODE1 IN / 1 OUTEmbeddings OpenAI. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAIOPENAIEMBEDDINGSOPENAI0 IN / 1 OUTPinecone Vector Store. Pinecone node, vectorStorePinecone. 3 incoming and 1 outgoing connections.Pinecone Vector StorePINECONEVECTORSTOREPINECONE3 IN / 1 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTRecursive Character Text Splitter. ai node, textSplitterRecursiveCharacterTextSplitter. 0 incoming and 1 outgoing connections.Recursive Character Text …AITEXTSPLITTERRECURSIVECH0 IN / 1 OUTLimit to 1. integration node, limit. 1 incoming and 1 outgoing connections.Limit to 1INTEGRATIONLIMIT1 IN / 1 OUTTelegram Response about Database. Telegram node, telegram. 1 incoming and 1 outgoing connections.Telegram Response about D…TELEGRAMTELEGRAM1 IN / 1 OUTStop and Error1. integration node, stopAndError. 1 incoming and 0 outgoing connections.Stop and Error1INTEGRATIONSTOPANDERROR1 IN / 0 OUT

Signal inspector

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triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.verified structural metadata · graph 2ec25a4cbe3cf7baEnter or click to lock · Escape to clear

Structured review

Read the workflow as a system, not a node dump.

The archived graph is grouped into operational zones, then checked against the controls needed to adapt the pattern safely. Every count below is derived from the normalized record.

01

Entry signals

1 node

Events, schedules, and unconnected roots that can start an execution.

Telegram Trigger

Trigger

02

Data & operations

5 nodes

Transformations and external-system actions that move the work forward.

Change to application/pdf

Transform

Telegram get File

Integration

Telegram Response

Integration

Telegram Response about Database

Integration

Limit to 1

Integration

03

Intelligence & routing

10 nodes

Model calls and control points that interpret, branch, or govern the run.

Embeddings OpenAI

AI reasoning

Default Data Loader

AI reasoning

Recursive Character Text Splitter

AI reasoning

Question and Answer Chain

AI reasoning

Vector Store Retriever

AI reasoning

Pinecone Vector Store1

AI reasoning

+ 4 more in system map
04

Terminal actions

2 nodes

Nodes with no visible outgoing edge: the workflow’s observable outcomes.

Stop and Error

Integration

Stop and Error1

Integration

Provenance boundary

Inspectable does not mean redistributable.

This page publishes structural metadata extracted from a local workflow archive. Parameters, credential references, code bodies, and downloadable JSON are excluded. The route can enter indexing only after a graph match and quality gate; source licensing remains a separate promotion gate.

Graph match
exact
Quality score
14 / 14
Raw download
Held
Crawler state
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