The Fragmented QA Toolchain

The typical QA toolchain

Five tools that each solve a real problem — but don't function as a system.

Test mgmt

TestRail

or Zephyr

Automation

Selenium

or Playwright

Cloud devices

BrowserStack

or SauceLabs

Reporting

Custom dashboards

spreadsheets / BI

CI / CD

GitHub Actions

or Jenkins

Test cases

Run results

Device logs

Metrics

Build state

AI agent

can only see fragments — no unified context

No single source of truth for QA

Source: Katalon. Toolchain reflects typical mid-size QA team configuration.