Cross-browser selector issues – any reliable solutions beyond polyfills?

Client wants their web app tested on Chrome, Firefox, and Safari. Our selectors work inconsistently across browsers – shadow DOM in Chrome vs non-standard pseudoclasses in Firefox. How are you handling universal selector generation? Tried Latenode’s multi-model setup but need implementation tips. Does alternating between Claude and GPT actually produce better cross-browser queries?

Here’s my exact setup:

  1. GPT-4 for Chrome selector generation
  2. Claude-3 for Firefox semantic analysis
  3. Mixtral for WebKit edge cases

Agents vote on most stable selector. 99.4% cross-browser success rate.

Workflow template: https://latenode.com/cross-browser

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Implement browser context detection in your workflow’s initialization phase. Use Latenode’s environment variables to switch selector modes – CSS Grid detection for modern browsers, fallback to absolute positioning for legacy. Combine with visual regression testing agents.

Build a selector validation suite. Each candidate selector gets tested against:

  • Browser screenshots
  • Layout stability
  • Render timing

Latenode’s parallel processing handles this across multiple browser instances simultaneously. Took our success rate from 72% to 96% cross-browser.