Generate client-ready workflow diagrams from sales call transcripts with Claude

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1. Workflow Overview

Who it's for This workflow is for automation agencies and n8n consultants who conduct discovery calls with prospects and want to instantly turn conversation transcripts into polished, client ready ...

Best for

Content Creation automation workflows
Multimodal AI automation workflows
advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, @n8n/n8n-nodes-langchain.agent, @n8n/n8n-nodes-langchain.lmchatanthropic, n8n-nodes-base.code, n8n-nodes-base.set, @n8n/n8n-nodes-langchain.outputparserstructured, n8n-nodes-base.httprequest, n8n-nodes-base.formtrigger

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Allan Vaccarizi.

Original n8n.io source

1.1 Workflow description

Title: Generate client-ready workflow diagrams from sales call transcripts with Claude
Workflow name: Generate client-ready workflow diagrams from sales call transcripts with Claude

Who it's for

This workflow is for automation agencies and n8n consultants who conduct discovery calls with prospects and want to instantly turn conversation transcripts into polished, client-ready workflow diagrams — without manual canvas work.

How it works

A consultant pastes a sales call transcript into a form trigger.
A first AI agent (Claude) parses the transcript and extracts structured workflow briefs — one per identified business process — with titles, tools, logic, and step-by-step descriptions.
A code node splits the output into individual workflow items, one per identified process.
A second AI agent generates a complete n8n workflow JSON for each brief, using French business-oriented node names and proper canvas positioning.
A code node validates and parses the generated JSON to ensure structural integrity.
A third AI agent clusters nodes into logical business groups and generates canvas layout coordinates and sticky note annotations.
A fourth AI agent renames all nodes with clear, descriptive French labels following a consistent naming convention.
All renames and layout changes are applied, and the finalized workflow is published directly to an n8n instance via the API.

How to set up

Add Anthropic API credentials to all four Claude model nodes
Set your n8n instance URL in the Create Workflow via n8n API node
Add your n8n API key to the HTTP Request node for authentication
Customize the form title and description field to match your intake process

Requirements

Anthropic API account (Claude Sonnet)
Self-hosted n8n instance with API access enabled
n8n API key

How to customize

Swap the form trigger for a webhook to integrate with your CRM or meeting note tool (e.g. Notion, HubSpot)
Adjust the system prompts in each AI agent to change the node naming language, visual style, or number of nodes generated
Add a Slack or email notification step after workflow creation to alert the team when a new client diagram is ready

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Sticky Note13

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 2 - Sticky Note16

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 3 - Sticky Note

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 4 - Sticky Note1

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 5 - Sticky Note2

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 6 - Sticky Note3

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 7 - Sticky Note4

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 8 - Sticky Note5

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 9 - Sticky Note6

Type / Role: n8n-nodes-base.stickyNote - stickyNote
Config choices: Version 1

Block 10 - Workflow Generator Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 3

Block 11 - Claude Model for Generator

Type / Role: @n8n/n8n-nodes-langchain.lmChatAnthropic - lmChatAnthropic
Config choices: Version 1.3

Block 12 - Parse and Validate JSON

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 13 - Set Workflow Config Variables

Type / Role: n8n-nodes-base.set - set
Config choices: Version 3.4

Block 14 - Logical Groups Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 3

Block 15 - Claude Model for Groups

Type / Role: @n8n/n8n-nodes-langchain.lmChatAnthropic - lmChatAnthropic
Config choices: Version 1.3

Block 16 - Groups Structured Parser

Type / Role: @n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices: Version 1.2

Block 17 - Parse Nodes for Renaming

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 18 - Node Renaming Agent

Type / Role: @n8n/n8n-nodes-langchain.agent - agent
Config choices: Version 3

Block 19 - Claude Model for Renaming

Type / Role: @n8n/n8n-nodes-langchain.lmChatAnthropic - lmChatAnthropic
Config choices: Version 1.3

Block 20 - Renaming Structured Parser

Type / Role: @n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices: Version 1.2

Block 21 - Prepare and Parse Grid Data

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 22 - Calculate Layout and Stickies

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 23 - Apply Node Renames

Type / Role: n8n-nodes-base.code - code
Config choices: Version 2

Block 24 - Create Workflow via n8n API

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Showing the first 24 of 29 workflow blocks. Download the JSON for the full node graph.

3. Summary Table

Workflow	Generate client-ready workflow diagrams from sales call transcripts with Claude
Complexity	advanced
Nodes	29
Categories	Content Creation, Multimodal AI
Author	Allan Vaccarizi
Published	19 May 2026

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/15810/15810.json as the source template for this automation.
2. Import the template into n8n

Open n8n, import the downloaded JSON, and review each node before activating the workflow.
3. Configure credentials and variables

Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.
4. Test with sample data

Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.
5. Activate and monitor

Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Download workflow JSON Original n8n.io source Content Creation workflows Multimodal AI workflows

Frequently asked questions

What does Generate client-ready workflow diagrams from sales call transcripts with Claude do?

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Content Creation, Multimodal AI use case.

Allan Vaccarizi

39 workflows

Nodes

n8n-nodes-base.stickynote @n8n/n8n-nodes-langchain.agent @n8n/n8n-nodes-langchain.lmchatanthropic n8n-nodes-base.code n8n-nodes-base.set @n8n/n8n-nodes-langchain.outputparserstructured n8n-nodes-base.httprequest n8n-nodes-base.formtrigger

Complexity

advanced

Published 19 May 2026

Likes 0

View on n8n.io Download Workflow

Install path: /data/workflows/15810/15810.json

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Generate client-ready workflow diagrams from sales call transcripts with Claude

Workflow preview

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

Who it's for

How it works

How to set up

Requirements

How to customize

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - Sticky Note13

Block 2 - Sticky Note16

Block 3 - Sticky Note

Block 4 - Sticky Note1

Block 5 - Sticky Note2

Block 6 - Sticky Note3

Block 7 - Sticky Note4

Block 8 - Sticky Note5

Block 9 - Sticky Note6

Block 10 - Workflow Generator Agent

Block 11 - Claude Model for Generator

Block 12 - Parse and Validate JSON

Block 13 - Set Workflow Config Variables

Block 14 - Logical Groups Agent

Block 15 - Claude Model for Groups

Block 16 - Groups Structured Parser

Block 17 - Parse Nodes for Renaming

Block 18 - Node Renaming Agent

Block 19 - Claude Model for Renaming

Block 20 - Renaming Structured Parser

Block 21 - Prepare and Parse Grid Data

Block 22 - Calculate Layout and Stickies

Block 23 - Apply Node Renames

Block 24 - Create Workflow via n8n API

3. Summary Table

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

2. Import the template into n8n

3. Configure credentials and variables

4. Test with sample data

5. Activate and monitor

5. General Notes & Resources

Frequently asked questions