Written by the engineers doing the work — Provar, Playwright, and what AI test generation actually changes.
Inside our prompt library and the Provar MCP / Playwright MCP workflow — what it drafts, what humans still own, and why we don't go further than 90%.
An honest comparison from engineers who've worked with both tools in production. When each tool wins.
From inside Provar L2 support: the real reasons tests fail intermittently and how to permanently fix them.
The 4 selector types ranked by stability, with real examples for Lightning components.
How we measure AI-generated test case accuracy, what counts as a "pass," and why the remaining 10% still needs a human.
The most common reasons Salesforce teams under-use the automation tools they already bought — and how to fix it.
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