Skip to Workflow Atlas
Playbook AtlasWorkflow Atlas
Index held / follow enabledBrowse archive
Event-Driven AutomationAI systemIntermediate

AI-Driven Chat and Data Processing Workflow

AI-Driven Chat and Data Processing Workflow is a 23-node automation blueprint connecting OpenAI, Google Drive, Qdrant. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIGoogle DriveQdrantZendesk

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.

23

Nodes

21

Edges

6

Zones

System stack

4 integrations

  • OpenAI
  • Google Drive
  • Qdrant
  • Zendesk
AI-Driven Chat and Data Processing Workflow interactive execution graphStructural view of 23 workflow nodes and 21 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.Get all Zendesk Tickets. integration node, zendesk. 0 incoming and 1 outgoing connections.Get all Zendesk TicketsINTEGRATIONZENDESK0 IN / 1 OUTWhen clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 1 outgoing connections.When clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTPull Mitre Data From Gdrive. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.Pull Mitre Data From GdriveGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTLoop Over Items. integration node, splitInBatches. 2 incoming and 1 outgoing connections.Loop Over ItemsINTEGRATIONSPLITINBATCHES2 IN / 1 OUTWhen chat message received. trigger node, chatTrigger. 0 incoming and 1 outgoing connections.When chat message receivedTRIGGERCHATTRIGGER0 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 1 outgoing connections.Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTAI Agent1. ai node, agent. 4 incoming and 1 outgoing connections.AI Agent1AIAGENT4 IN / 1 OUTOpenAI Chat Model1. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.OpenAI Chat Model1OPENAILMCHATOPENAI0 IN / 1 OUTAI Agent. ai node, agent. 4 incoming and 0 outgoing connections.AI AgentAIAGENT4 IN / 0 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTSplit Out. transform node, splitOut. 1 incoming and 1 outgoing connections.Split OutTRANSFORMSPLITOUT1 IN / 1 OUTEmbed JSON in Qdrant Collection. ai node, vectorStoreQdrant. 3 incoming and 0 outgoing connections.Embed JSON in Qdrant Coll…AIVECTORSTOREQDRANT3 IN / 0 OUTEmbeddings OpenAI1. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAI1OPENAIEMBEDDINGSOPENAI0 IN / 1 OUTQdrant Vector Store query. ai node, vectorStoreQdrant. 1 incoming and 1 outgoing connections.Qdrant Vector Store queryAIVECTORSTOREQDRANT1 IN / 1 OUTEmbeddings OpenAI. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAIOPENAIEMBEDDINGSOPENAI0 IN / 1 OUTQuery Qdrant Vector Store. ai node, vectorStoreQdrant. 1 incoming and 1 outgoing connections.Query Qdrant Vector StoreAIVECTORSTOREQDRANT1 IN / 1 OUTEmbeddings OpenAI2. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAI2OPENAIEMBEDDINGSOPENAI0 IN / 1 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTToken Splitter1. ai node, textSplitterTokenSplitter. 0 incoming and 1 outgoing connections.Token Splitter1AITEXTSPLITTERTOKENSPLITT0 IN / 1 OUTUpdate Zendesk with Mitre Data. integration node, zendesk. 1 incoming and 1 outgoing connections.Update Zendesk with Mitre…INTEGRATIONZENDESK1 IN / 1 OUTStructured Output Parser. ai node, outputParserStructured. 0 incoming and 1 outgoing connections.Structured Output ParserAIOUTPUTPARSERSTRUCTURED0 IN / 1 OUTMove on to next ticket. integration node, noOp. 1 incoming and 1 outgoing connections.Move on to next ticketINTEGRATIONNOOP1 IN / 1 OUT

Signal inspector

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

triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.verified structural metadata · graph 178a43b01e84c2d5Enter 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

2 nodes

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

When chat message received

Trigger

When clicking ‘Test workflow’

Trigger

02

Data & operations

7 nodes

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

Split Out

Transform

Extract from File

Integration

Loop Over Items

Integration

Pull Mitre Data From Gdrive

Integration

Get all Zendesk Tickets

Integration

Update Zendesk with Mitre Data

Integration

+ 1 more in system map
03

Intelligence & routing

14 nodes

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

AI Agent

AI reasoning

OpenAI Chat Model

AI reasoning

Embeddings OpenAI1

AI reasoning

Default Data Loader

AI reasoning

Token Splitter1

AI reasoning

Window Buffer Memory

AI reasoning

+ 8 more in system map
04

Terminal actions

0 nodes

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

No nodes observed in this zone

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
prefix
Quality score
13 / 14
Raw download
Held
Crawler state
Follow

Adjacent systems

Keep tracing the stack.

Related records are ranked by shared integrations and graph quality.

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