AI Innovation : Dynamic Graph Automation Using Playwright an... by Pradeep ShindeAI Innovation : Dynamic Graph Automation Using Playwright an... by Pradeep Shinde

AI Innovation : Dynamic Graph Automation Using Playwright an...

AI Innovation : Dynamic Graph Automation Using Playwright and GPT-4 Vision Objective
The goal is to automate the validation of chart data (e.g., bar and line charts) rendered via <canvas> elements. These charts are typically inaccessible via standard DOM selectors, so we use AI to visually extract and compare data against source values from Excel files or API response Validates charts even without DOM access
Enables testing of visual business KPIs (e.g., spend, pricing trends)
Easily scales across apps using similar charting libraries
Reduces reliance on fragile CSS selectors or internal JS objects
Bridges the gap between visual UI and backend accuracy

0 likes · 0 views · Jan 27, 2026

AI Innovation : Dynamic Graph Automation Using Playwright and GPT-4 Vision Objective The goal is to automate the validation of chart data (e.g., bar and lin...