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Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets

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Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets preview
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1. Workflow Overview

This workflow evaluates website or app screenshots against established UX best practices (Nielsen's 10 Heuristics, WCAG accessibility guidelines, and mobile usability standards) and delivers priori...

Best for

  • Document Extraction automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.webhook, n8n-nodes-base.set, n8n-nodes-base.filter, n8n-nodes-base.code, n8n-nodes-base.wait, n8n-nodes-base.httprequest, @n8n/n8n-nodes-langchain.agent

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Oneclick AI Squad.

Original n8n.io source

1.1 Workflow description

Title
Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets
Workflow name
Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets

This workflow evaluates website or app screenshots against established UX best practices (Nielsen's 10 Heuristics, WCAG accessibility guidelines, and mobile usability standards) and delivers prioritized, actionable improvement suggestions with severity ratings.

Who's it for

• UX designers seeking automated design audits • Product managers reviewing UI quality pre-launch • Agencies conducting client UX audits at scale • Developers wanting accessibility compliance checks • Startups running lean without a dedicated UX team

How it works / What it does

  1. Accepts screenshot(s) via webhook upload crawl
  2. Classifies the UI type (web app, mobile, landing page, dashboard, e-commerce)
  3. Encodes image and sends to vision AI for heuristic analysis
  4. Evaluates against 10 Nielsen heuristics + WCAG + mobile standards
  5. Scores each heuristic category (0–10) and calculates overall UX score
  6. Generates prioritized, actionable improvement suggestions per finding
  7. Delivers a structured report via email and logs results to Google Sheets

How to set up

  1. Import this workflow
  2. Configure credentials (OpenAI with vision, SendGrid, Google Sheets)
  3. Set your brand/product context in the Set UX Config node
  4. Activate and submit screenshots via the webhook endpoint

Requirements

• OpenAI API key with GPT-4 Vision access • Google Sheets (for audit log) • SendGrid or Gmail (for report delivery) • Screenshot files (PNG/JPG) or publicly accessible URLs

How to customize the workflow

• Add or remove heuristic categories in the AI prompt node • Adjust severity thresholds in the Set UX Config node • Extend the Google Sheet columns to include client or project metadata • Chain multiple screenshots for full-flow UX audits

Want to improve productivity with a custom-built workflow? Our specialists can deliver it fast—Get in touch with our team

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 Note

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

Block 2 - Sticky Note1

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

Block 3 - Sticky Note2

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

Block 4 - Sticky Note3

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

Block 5 - Sticky Note4

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

Block 6 - Webhook - Screenshot Upload

Type / Role
n8n-nodes-base.webhook - webhook
Config choices
Version 1.1

Block 7 - Prepare Audit Context

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

Block 8 - Set UX Config

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

Block 9 - Filter - Has Screenshot Input

Type / Role
n8n-nodes-base.filter - filter
Config choices
Version 2.2

Block 10 - JS - Build Vision API Payload

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

Block 11 - Wait 1 - Rate Limit Buffer

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

Block 12 - OpenAI Vision - Heuristic Evaluation

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

Block 13 - JS - Parse Vision Response

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

Block 14 - JS - Calculate UX Score & Grade

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

Block 15 - AI - Generate Improvement Report

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 1.6

Block 16 - JS - Attach Narrative to Report

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

Block 17 - Update Google Sheet - Audit Log

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

Block 18 - Send UX Audit Report Email

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

Block 19 - Webhook Response - Return Audit Report

Type / Role
n8n-nodes-base.respondToWebhook - respondToWebhook
Config choices
Version 1.1

Block 20 - OpenAI Chat Model

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

3. Summary Table

Workflow Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets
Complexity advanced
Nodes 20
Categories Document Extraction, AI Summarization
Author Oneclick AI Squad
Published 21 Apr 2026

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/15200/15200.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

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

  4. 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. 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.

Frequently asked questions

What does Analyze UX heuristics from UI screenshots with GPT-4 Vision and Google Sheets do?

This workflow evaluates website or app screenshots against established UX best practices (Nielsen's 10 Heuristics, WCAG accessibility guidelines, and mobile usability standards) and delivers priori...

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 Document Extraction, AI Summarization use case.