Skip to Workflow Atlas
Playbook AtlasWorkflow Atlas
Workflow blueprintBrowse workflows
Event-Driven AutomationAI systemIntermediate

AI-Enhanced Chatbot with Memory & Telegram

AI-Enhanced Chatbot with Memory & Telegram is a 13-node automation blueprint connecting OpenAI, Google Docs, Telegram. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIGoogle DocsTelegram

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.

13

Nodes

12

Links

2

Run groups

Connected tools

3 integrations

  • OpenAI
  • Google Docs
  • Telegram

Canvas controls

Fit wide systems, then zoom into any run group.

AI-Enhanced Chatbot with Memory & Telegram execution lanes2 run groups containing 13 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.When chat message received. trigger node, chatTrigger. 0 incoming and 2 outgoing connections.STARTWhen chat message receivedTRIGGERCHATTRIGGER0 IN / 2 OUTRetrieve Long Term Memories. Google Docs node, googleDocs. 1 incoming and 1 outgoing connections.STEP 02Retrieve Long Term MemoriesGOOGLE DOCSGOOGLEDOCS1 IN / 1 OUTRetrieve Notes. Google Docs node, googleDocs. 1 incoming and 1 outgoing connections.STEP 02Retrieve NotesGOOGLE DOCSGOOGLEDOCS1 IN / 1 OUTMerge. decision node, merge. 2 incoming and 1 outgoing connections.STEP 03MergeDECISIONMERGE2 IN / 1 OUTAggregate. transform node, aggregate. 1 incoming and 1 outgoing connections.STEP 04AggregateTRANSFORMAGGREGATE1 IN / 1 OUTAI Tools Agent. ai node, agent. 5 incoming and 2 outgoing connections.STEP 05AI Tools AgentAIAGENT5 IN / 2 OUTTelegram Response. Telegram node, telegram. 1 incoming and 0 outgoing connections.OUTCOMETelegram ResponseTELEGRAMTELEGRAM1 IN / 0 OUTChat Response. transform node, set. 1 incoming and 0 outgoing connections.OUTCOMEChat ResponseTRANSFORMSET1 IN / 0 OUTgpt-4o-mini. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1gpt-4o-miniOPENAILMCHATOPENAI0 IN / 1 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTSave Long Term Memories. Google Docs node, googleDocsTool. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Save Long Term MemoriesGOOGLE DOCSGOOGLEDOCSTOOL0 IN / 1 OUTSave Notes. Google Docs node, googleDocsTool. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Save NotesGOOGLE DOCSGOOGLEDOCSTOOL0 IN / 1 OUTDeepSeek-V3 Chat. OpenAI node, lmChatOpenAi. 0 incoming and 0 outgoing connections.CORE RUNTIMEDeepSeek-V3 ChatOPENAILMCHATOPENAI0 IN / 0 OUT

Signal inspector

Focus, hover, or select a step to isolate its runtime and support links.

Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.13 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

When chat message received

8 Execution Links4 Support Dependencies

  1. Start

    When chat message received

    Trigger

  2. Step 2

    Retrieve Long Term Memories

    Integration

    Retrieve Notes

    Integration

  3. Step 3

    Merge

    Decision

  4. Step 4

    Aggregate

    Transform

  5. Step 5

    AI Tools Agent

    AI reasoning

  6. Outcome

    Telegram Response

    Integration

    Chat Response

    Transform

Attached dependencies

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

4 nodes

  • gpt-4o-mini

    AI reasoning dependency

  • Window Buffer Memory

    AI reasoning dependency

  • Save Long Term Memories

    Integration dependency

  • Save Notes

    Integration dependency

02

Run Group

DeepSeek-V3 Chat

0 Execution Links

  1. Core Runtime

    DeepSeek-V3 Chat

    AI reasoning

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.

Create a build planReturn to the atlas