Vijay Prasad Javvadi

What's the worst time-sink in your test automation workflow right now?

Building TestForge AI in public — launching here on PH next Tuesday (June 9) — and I want to gut-check the problem framing with this community before launch day.

My working hypothesis: most QA teams spend half their week on plumbing — writing Page Object boilerplate, fixing brittle locators after every UI change, and triaging flaky failures that turn out to be environment issues, not real bugs. The actual signal (real defects) gets drowned in the noise.

So I built TestForge AI to remove the plumbing: paste a requirement → it drafts Gherkin scenarios → generates the Playwright TypeScript test files (using Microsoft Playwright MCP to scrape the live DOM and pick stable selectors) → runs everything in disposable containers → when something fails, an AI analyst built on Anthropic's Claude classifies it (real bug vs flake) and explains it in plain English.

The technical bet: deterministic-first, AI-second. Rules engine handles the common cases instantly; Claude only gets consulted for the 1-2% of edge cases where the deterministic layer is uncertain. Every classification shows you why it was made.

Six journal manuscripts at IEEE/Wiley/Elsevier/Springer venues back the underlying research. The three companion npm packages (@vijaypjavvadi/bdd2pw, sel2pw, pw-emit) have ~5,400 weekly downloads.

But before launch day, I want to hear from you:

What's the worst time-sink in YOUR test automation workflow right now? Brittle locators? Flaky-test triage? Page Object maintenance? Something else?

Honest answers help me prioritize the post-launch roadmap. And if you want a preview of the platform before launch day, reply or DM — happy to give walkthrough access.

🚀 Launching here on June 9. Looking forward to your feedback.

Vijay

1 view

Add a comment

Replies

Be the first to comment