T-Sigma Test Studio™ — Autonomous AI Test Generation & Quality Intelligence

Test automation
that writes and maintains itself.

Specialized AI agents — coordinated by an orchestrator, part of the 16-agent T-Sigma Suite — turn your application and its changes into automated test coverage across Playwright and Selenium. No brittle record-and-playback scripts. No regression suite that rots the moment a button moves.

See Test Studio in Action Explore Attest →
16
Specialized AI agents across the T-Sigma Suite, sharing an orchestrated state store
3
Automation stacks from one spec — Playwright C#, Selenium Java, Selenium C#
4+
Frontend stacks supported — React/Vite/Radix UI, Angular, Next.js, Vue
0
Guessed locators — confirmed-locator-only policy, every script

Automation shouldn't rot the moment your UI does.

Traditional test automation is a maintenance tax. Scripts are hand-written against a UI snapshot, and every release that moves a button, renames a field, or restructures a component breaks them. Teams end up spending more time fixing tests than writing new ones — and coverage quietly degrades as a result.

Test Studio replaces that model with a system of specialized AI agents, coordinated by an orchestrator that decomposes a testing goal into discrete tasks — discovery, locator confirmation, script generation, validation — and hands each to the agent built for it. The agents share a common state store, so what one agent learns about your application informs the others.

Autonomous Agents, Not Macros

Record-and-playback tools capture a sequence of clicks. Test Studio's agents understand intent. Given a user journey or requirement, the orchestrator breaks it into goals, and specialized agents handle discovery of the relevant UI, confirmation of stable locators, generation of framework-native test code, and validation against the live application — including a dedicated sub-agent tuned specifically to Radix UI component patterns for teams on that design system.

One Spec, Three Automation Stacks

Because generation is template-driven rather than hand-coded, the same underlying specification can produce automation in the framework your team already standardizes on: Playwright with C#, Selenium with Java, or Selenium with C#. You own portable, standard test code — not a proprietary scripting language you can't take with you.

A Confirmed-Locator-Only Policy

The single biggest source of flaky automated tests is a locator that was guessed from static markup instead of verified against what actually renders. Test Studio's agents operate under a strict confirmed-locator-only policy — every selector used in generated code has been checked against the live, rendered DOM first. It's a simple rule with an outsized effect on how much your team trusts a red test result.

Built for Modern & Legacy Frontends Alike

Enterprise applications are rarely built on one frontend stack. Test Studio has been engineered with framework-specific locator discovery logic for React with Vite and Radix UI, Angular, Next.js, and Vue — and extends to the cross-domain, multi-portal workflows common in claims administration, policy servicing, and core banking, including journeys that pass through a single sign-on layer between systems.

Performance Testing, Same Engine

The same specification and agent architecture that generates functional test coverage extends to performance and load scenarios — so performance testing isn't a separate tool with a separate spec to maintain, but another lens on the same automated coverage.

Core Capabilities
  • Specialized AI agents, part of the 16-agent T-Sigma Suite, with a shared orchestrated state store
  • Template-driven generation: Playwright C#, Selenium Java, Selenium C#
  • Confirmed-locator-only policy for reliable, low-flake automation
  • Radix UI specialist sub-agent for design-system-driven frontends
  • Multi-stack support: React/Vite, Angular, Next.js, Vue
  • Cross-domain & single sign-on workflow testing
  • Self-healing scripts as your application evolves
  • Performance & load testing from the same specification
Test Studio vs Traditional Automation

Traditional automation is hand-authored, brittle against UI change, and accumulates maintenance debt with every sprint.

Test Studio generates and maintains coverage from specifications, using confirmed locators and standard frameworks your team already owns.

From Spec to Suite, Fast

Every engagement starts with a scoped pilot against one application or user journey — so you see generated, confirmed-locator test coverage running against your own system before committing further.

Where Test Studio Delivers

Autonomous testing
in practice.

🧠
AI-Assisted Automation at Enterprise Scale

Replace brittle, manually maintained regression suites with agent-generated coverage that adapts as your application evolves — regression confidence without a growing maintenance backlog.

🔒
Cross-Domain & SSO Testing for Complex Portals

Claims, policy administration, and core banking systems often span multiple portals behind a single sign-on layer. Test Studio's agents follow the full journey, not just one application at a time.

🔧
Multi-Stack Frontend Coverage

React, Angular, Next.js, and Vue applications — often several within the same organization — get consistent, framework-aware automation from a single platform instead of a patchwork of tools.

Common Questions

Questions about
Test Studio.

What is T-Sigma Test Studio?
T-Sigma Test Studio is an autonomous test automation product that uses a set of specialized AI agents — coordinated by an orchestrator — to generate, execute, and maintain automated test scripts across your application stack, without engineers hand-writing and maintaining every script.
Which test automation frameworks does Test Studio generate code for?
Test Studio generates automation using standard open frameworks from a single specification: Playwright with C#, Selenium with Java, and Selenium with C#. Teams keep ownership of standard, portable test code rather than being locked into a proprietary scripting language.
What is a confirmed-locator-only policy and why does it matter?
A confirmed-locator-only policy means Test Studio's agents only use element locators that have been verified against the live, rendered DOM — never guessed or inferred from static markup alone. This is the primary reason generated tests are far less prone to the flakiness that plagues traditional record-and-playback automation.
Which frontend frameworks does Test Studio support?
Test Studio has been engineered against multiple modern and enterprise frontend stacks, including React with Vite and Radix UI component libraries, Angular, Next.js, and Vue — with specialist locator-discovery logic tuned to each framework's rendering patterns.
Can Test Studio handle cross-domain and single sign-on (SSO) testing?
Yes. Test Studio is built to handle multi-portal, cross-domain workflows that pass through a single sign-on layer — a common pattern in enterprise claims, policy administration, and core banking systems where a single user journey spans several applications.

Coverage that keeps up with your codebase.

Start with a scoped pilot — we generate confirmed-locator automation against one of your real applications. Then you decide.

See Test Studio in Action
The Rest of the Suite

Test Studio works
even better with…