Independent benchmark lab · verified 21 Jun 2026
The best test automation tool depends on your stack. Here is the scoreboard.
We score 18 tools on parallelism, self-heal, mobile, API, language breadth, and maintainability. Pricing is flagged as public or quote-only and dated. The scoreboard re-ranks by your stack.
Direct answer
Lab scoreboard
Composite score, re-ranked for your stack
Sapphire fill: composite score. Lime tick: score adjusted for React + Next.js.
Scores are a weighted composite of parallelism, self-heal, mobile, API, language breadth, and maintainability. Read the methodology before deciding.
Three-tool shortlist by stack
for/react-spa
React + Next.js
Greenfield single-page apps and React Server Components.
Open full stack brief →for/mobile-first
Mobile-first iOS / Android
App-led products with native and hybrid surfaces.
Open full stack brief →for/legacy-dotnet
Legacy .NET / WinForms
Desktop and hybrid estates that pre-date the browser era.
Open full stack brief →for/api-only
API-only / headless
Backend products where the contract is the UI.
Open full stack brief →for/enterprise-sap
SAP / Salesforce / Workday
Packaged enterprise estates with frequent vendor releases.
Open full stack brief →Calculator
Run the 3-year TCO
Most tool-comparison pages stop at the monthly price. Our calculator adds infra, CI overages, and engineer maintenance hours so the hidden-cost share is visible.
Open TCO calculator →Freshness
Dated pricing changelog
Vendors quietly reprice. We track the diffs with sources, so "verified" means something.
Open changelog →Trust the numbers
Every rate on this site carries a verified 21 Jun 2026 · vendor pricing page stamp linking to its source. Quote-only vendors are flagged as quote-only. We do not infer rates from listicles.