Tuesday, November 11, 2025

Show HN: Our AI Tool’s Success Rate Soared from 30% to 100% – Here’s the Benchmarking!

Unlocking AI Reliability in Data Visualizations at Plotly

As a Senior SDET at Plotly, I led the charge in validating our new AI-driven tool, Plotly Studio, designed to simplify data visualizations and analytics. My focus: ensuring it can handle real-world, messy datasets. Here’s how we achieved groundbreaking results:

  • Initial Challenge: Our early success rate with 100+ diverse datasets was only 30%.
  • Innovative Approach: I developed an internal benchmark system that tests the entire user experience, not just isolated units.
  • Automated Process:
    • CI triggers daily tests across all datasets.
    • Each app is launched in a real browser without errors.
    • Visual outputs are verified using screenshots.
  • Remarkable Outcome: We recently celebrated a 100% success rate on our latest run!

Dive into the technical details in my full write-up here. Your feedback is invaluable—let’s drive innovation together! 🚀

AI #DataVisualization #SoftwareTesting #Plotly

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