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Everything you need to evaluate us properly.
Researching no-code or codeless test automation tools, alternatives to Selenium or Playwright, or what AI-driven execution actually costs? Start with the 2026 buyer’s guide for the category and vendor landscape, read what Spec2RunAI is and is not, and run the three-year cost model with your own numbers. We build one of the tools discussed here, so every page below says where the alternatives win, and every comparison carries its review date and sources.
How we compare: categories are described by their architecture (how tests are authored, what happens to existing manual tests, who repairs the suite after a UI change, what a run leaves behind), not by scored rankings. Vendor descriptions come from public vendor documentation on the date shown on each page; we state what we have not tested.
Test Automation ROI Calculator
Model manual testing, scripted automation and AI execution across three years — build cost, maintenance, salaries, grid, and what it costs upfront to switch. Every assumption is editable and sourced, including the ones that don't favor us.
Open the calculator →The real cost of Selenium maintenance
Why the free framework isn't free: where maintenance spend actually goes, what the published benchmarks say, and the point at which a suite starts costing more than it returns.
Read the breakdown →Selenium alternatives in 2026
An honest guide to what replaces Selenium — including when it shouldn't be replaced. Covers Playwright, Cypress, low-code platforms, managed services and AI executors.
Compare the options →Playwright alternatives — for teams done writing tests as code
You're already on the best framework, and that's the point. The alternatives worth your time change who maintains the suite, not which framework runs it — with the headcount economics and the published exception where an in-house team still wins.
Read the guide →How our execution differs
Plain English and self-healing are table stakes in 2026. The four things that actually separate execution engines: migration cost, cost per repeat run, healing integrity, and audit evidence.
See the architecture comparison →Codeless test automation tools compared
Six architectures behind "codeless," what each is genuinely good at, and the four questions worth asking every vendor on your shortlist.
Read the guide →Spec2RunAI vs testRigor
Both run tests written in English. The difference is what the stored test becomes — a test in a documented command language, or the tester’s own wording resolved at run time. Vendor facts, dated, and where each is the better choice.
Read the guide →Enterprise application testing
How ERP, CRM, insurance and ITSM platforms get tested without object libraries or per-app scripting — Salesforce, SAP, Guidewire, Workday, Oracle, Dynamics, ServiceNow and Pega.
See the approach →Send us ten of your manual test cases. Untouched.
No reformatting, no cleanup, no rewriting into anyone's syntax. Watch them run against your own application.