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AI-Powered Document Assistant via Telegram

AI-Powered Document Assistant via Telegram is a 25-node automation blueprint connecting Telegram, Google Palm, OpenWeatherMap. Inspect its trigger, execution graph, branches, and implementation requirements.

TelegramGoogle PalmOpenWeatherMapSupabase

Interactive system map

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.

25

Nodes

26

Edges

6

Zones

System stack

4 integrations

  • Telegram
  • Google AI
  • OpenWeatherMap
  • Supabase
AI-Powered Document Assistant via Telegram interactive execution graphStructural view of 25 workflow nodes and 26 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 OUTCommand Router. decision node, switch. 1 incoming and 3 outgoing connections.Command RouterDECISIONSWITCH1 IN / 3 OUTAI Agent. ai node, agent. 6 incoming and 1 outgoing connections.AI AgentAIAGENT6 IN / 1 OUTSimple Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.Simple MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTGoogle Gemini Chat Model. Google AI node, lmChatGoogleGemini. 0 incoming and 2 outgoing connections.Google Gemini Chat ModelGOOGLE AILMCHATGOOGLEGEMINI0 IN / 2 OUTUnsupported message. Telegram node, telegram. 1 incoming and 0 outgoing connections.Unsupported messageTELEGRAMTELEGRAM1 IN / 0 OUTThink. ai node, toolThink. 0 incoming and 1 outgoing connections.ThinkAITOOLTHINK0 IN / 1 OUTOpenWeatherMap. integration node, openWeatherMapTool. 0 incoming and 1 outgoing connections.OpenWeatherMapINTEGRATIONOPENWEATHERMAPTOOL0 IN / 1 OUTAnswer questions with a vector store. ai node, toolVectorStore. 2 incoming and 1 outgoing connections.Answer questions with a v…AITOOLVECTORSTORE2 IN / 1 OUTSupabase Vector Store. ai node, vectorStoreSupabase. 1 incoming and 1 outgoing connections.Supabase Vector StoreAIVECTORSTORESUPABASE1 IN / 1 OUTEmbeddings Google Gemini. Google AI node, embeddingsGoogleGemini. 0 incoming and 2 outgoing connections.Embeddings Google GeminiGOOGLE AIEMBEDDINGSGOOGLEGEMINI0 IN / 2 OUTTelegram - Download file. Telegram node, telegram. 1 incoming and 2 outgoing connections.Telegram - Download fileTELEGRAMTELEGRAM1 IN / 2 OUTHandle formatting and split. transform node, code. 1 incoming and 1 outgoing connections.Handle formatting and splitTRANSFORMCODE1 IN / 1 OUTSplit Out. transform node, splitOut. 1 incoming and 1 outgoing connections.Split OutTRANSFORMSPLITOUT1 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 2 outgoing connections.Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 2 OUTSend processing document message. Telegram node, telegram. 1 incoming and 0 outgoing connections.Send processing document …TELEGRAMTELEGRAM1 IN / 0 OUTManual Mapping. transform node, set. 1 incoming and 1 outgoing connections.Manual MappingTRANSFORMSET1 IN / 1 OUTSupabase - Save Embeddings. ai node, vectorStoreSupabase. 3 incoming and 1 outgoing connections.Supabase - Save EmbeddingsAIVECTORSTORESUPABASE3 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 OUTSend embedding Started message. Telegram node, telegram. 1 incoming and 0 outgoing connections.Send embedding Started me…TELEGRAMTELEGRAM1 IN / 0 OUTTelegram. Telegram node, telegram. 1 incoming and 1 outgoing connections.TelegramTELEGRAMTELEGRAM1 IN / 1 OUTFallback- No formatting. Telegram node, telegram. 1 incoming and 0 outgoing connections.Fallback- No formattingTELEGRAMTELEGRAM1 IN / 0 OUTAggregate. transform node, aggregate. 1 incoming and 1 outgoing connections.AggregateTRANSFORMAGGREGATE1 IN / 1 OUTTelegram - Embedding Complete. Telegram node, telegram. 1 incoming and 0 outgoing connections.Telegram - Embedding Comp…TELEGRAMTELEGRAM1 IN / 0 OUT

Signal inspector

Focus, hover, or select a node to illuminate its real path.

triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.25 connected nodesEnter or click to lock · Escape to clear

Structured review

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

The workflow is grouped into operational zones, then reviewed for the controls needed to adapt the pattern safely.

01

Entry signals

1 node

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

Telegram Trigger

Trigger

02

Data & operations

8 nodes

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

OpenWeatherMap

Integration

Telegram

Integration

Extract from File

Integration

Telegram - Download file

Integration

Aggregate

Transform

Split Out

Transform

+ 2 more in system map
03

Intelligence & routing

11 nodes

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

Google Gemini Chat Model

AI reasoning

AI Agent

AI reasoning

Think

AI reasoning

Embeddings Google Gemini

AI reasoning

Default Data Loader

AI reasoning

Recursive Character Text Splitter

AI reasoning

+ 5 more in system map
04

Terminal actions

5 nodes

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

Telegram - Embedding Complete

Integration

Fallback- No formatting

Integration

Unsupported message

Integration

Send processing document message

Integration

Send embedding Started message

Integration

Adjacent systems

Keep tracing the stack.

Related workflows share tools and similar system patterns.

Turn the map into a plan

Adapt this blueprint to your company.

Bring the system shape into a workspace, then define the production controls, data boundaries, owners, and delivery sequence around your context.

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