Skip to Workflow Atlas
Playbook AtlasWorkflow Atlas
Workflow blueprintBrowse workflows
ETL PipelineAI systemIntermediate

Survey Data Processing & Insights Generation

Survey Data Processing & Insights Generation is a 30-node automation blueprint connecting OpenAI, Google Sheets, Qdrant. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIGoogle SheetsQdrant

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.

30

Nodes

30

Edges

6

Zones

System stack

3 integrations

  • OpenAI
  • Google Sheets
  • Qdrant
Survey Data Processing & Insights Generation interactive execution graphStructural view of 30 workflow nodes and 30 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 1 outgoing connections.When clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTGet Survey Results. Google Sheets node, googleSheets. 1 incoming and 1 outgoing connections.Get Survey ResultsGOOGLE SHEETSGOOGLESHEETS1 IN / 1 OUTExecute Workflow Trigger. trigger node, executeWorkflowTrigger. 0 incoming and 1 outgoing connections.Execute Workflow TriggerTRIGGEREXECUTEWORKFLOWTRIGGER0 IN / 1 OUTGet Sheet Details. integration node, httpRequest. 1 incoming and 1 outgoing connections.Get Sheet DetailsINTEGRATIONHTTPREQUEST1 IN / 1 OUTCreate Insights Sheet. Google Sheets node, googleSheets. 1 incoming and 1 outgoing connections.Create Insights SheetGOOGLE SHEETSGOOGLESHEETS1 IN / 1 OUTSet Variables. transform node, set. 1 incoming and 1 outgoing connections.Set VariablesTRANSFORMSET1 IN / 1 OUTConvert to Question Answer Pairs. transform node, set. 1 incoming and 1 outgoing connections.Convert to Question Answe…TRANSFORMSET1 IN / 1 OUTQA Pairs to List. transform node, splitOut. 1 incoming and 1 outgoing connections.QA Pairs to ListTRANSFORMSPLITOUT1 IN / 1 OUTGet Survey Headers. Google Sheets node, googleSheets. 1 incoming and 1 outgoing connections.Get Survey HeadersGOOGLE SHEETSGOOGLESHEETS1 IN / 1 OUTExtract Questions. transform node, set. 1 incoming and 1 outgoing connections.Extract QuestionsTRANSFORMSET1 IN / 1 OUTQuestions to List. transform node, splitOut. 1 incoming and 1 outgoing connections.Questions to ListTRANSFORMSPLITOUT1 IN / 1 OUTQdrant Vector Store. ai node, vectorStoreQdrant. 3 incoming and 1 outgoing connections.Qdrant Vector StoreAIVECTORSTOREQDRANT3 IN / 1 OUTEmbeddings OpenAI. OpenAI node, embeddingsOpenAi. 0 incoming and 1 outgoing connections.Embeddings OpenAIOPENAIEMBEDDINGSOPENAI0 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 OUTFor Each Question.... integration node, splitInBatches. 3 incoming and 1 outgoing connections.For Each Question...INTEGRATIONSPLITINBATCHES3 IN / 1 OUTFind All Answers. integration node, httpRequest. 1 incoming and 1 outgoing connections.Find All AnswersINTEGRATIONHTTPREQUEST1 IN / 1 OUTApply K-means Clustering Algorithm. transform node, code. 1 incoming and 1 outgoing connections.Apply K-means Clustering …TRANSFORMCODE1 IN / 1 OUTPrep Values For Trigger. transform node, set. 1 incoming and 1 outgoing connections.Prep Values For TriggerTRANSFORMSET1 IN / 1 OUTTrigger Insights. integration node, executeWorkflow. 1 incoming and 0 outgoing connections.Trigger InsightsINTEGRATIONEXECUTEWORKFLOW1 IN / 0 OUTClusters To List. transform node, splitOut. 1 incoming and 1 outgoing connections.Clusters To ListTRANSFORMSPLITOUT1 IN / 1 OUTOnly Clusters With 3+ points. decision node, filter. 1 incoming and 1 outgoing connections.Only Clusters With 3+ poi…DECISIONFILTER1 IN / 1 OUTHas Clusters?. decision node, if. 1 incoming and 2 outgoing connections.Has Clusters?DECISIONIF1 IN / 2 OUTPrep Values For Export. transform node, set. 1 incoming and 1 outgoing connections.Prep Values For ExportTRANSFORMSET1 IN / 1 OUTGet Payload of Points. integration node, httpRequest. 1 incoming and 1 outgoing connections.Get Payload of PointsINTEGRATIONHTTPREQUEST1 IN / 1 OUTSurvey Insights Agent. ai node, informationExtractor. 2 incoming and 1 outgoing connections.Survey Insights AgentAIINFORMATIONEXTRACTOR2 IN / 1 OUTOpenAI Chat Model. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.OpenAI Chat ModelOPENAILMCHATOPENAI0 IN / 1 OUTExport To Sheets1. Google Sheets node, googleSheets. 1 incoming and 1 outgoing connections.Export To Sheets1GOOGLE SHEETSGOOGLESHEETS1 IN / 1 OUTPrep Output For Export. transform node, set. 1 incoming and 1 outgoing connections.Prep Output For ExportTRANSFORMSET1 IN / 1 OUTExport To Sheets. Google Sheets node, googleSheets. 1 incoming and 1 outgoing connections.Export To SheetsGOOGLE SHEETSGOOGLESHEETS1 IN / 1 OUT

Signal inspector

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

triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.30 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

2 nodes

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

Execute Workflow Trigger

Trigger

When clicking ‘Test workflow’

Trigger

02

Data & operations

19 nodes

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

Convert to Question Answer Pairs

Transform

Get Survey Results

Integration

Get Survey Headers

Integration

Extract Questions

Transform

Questions to List

Transform

Find All Answers

Integration

+ 13 more in system map
03

Intelligence & routing

8 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

OpenAI Chat Model

AI reasoning

Has Clusters?

Decision

Only Clusters With 3+ points

Decision

+ 2 more in system map
04

Terminal actions

1 node

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

Trigger Insights

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.

Create a build planReturn to the atlas