The whole testing pyramid. One standard.

Selenium-era suites, Angular and Protractor apps, modern single-page apps: modernized to Playwright with deterministic waits, honest assertions and cross-browser runs that finish in minutes, not hours.

Service-layer automation with REST Assured and Playwright API. Contract checks between services, so integration bugs surface where they're cheap to fix, before the UI ever loads.

Multi-day manual data checks become YAML-driven frameworks on Spark or Databricks: per-table contracts, medallion-layer checks and deep SQL reconciliation, with millions of rows validated on every run.

The platform most teams give up on automating. Locator healing, semantic validation in CI, and generator patterns that survive seasonal platform releases untouched.

Load and stress campaigns sized to reality. We modeled 250%+ enrollment surges for federal exchange systems and root-caused API latency and timeout failures before launch day, not after.

Section 508 and WCAG scanning wired into the same release gates as functional tests. Compliance becomes a continuous signal on every merge, not an annual audit scramble.

Chatbots, copilots and agentic systems facing real users. Accuracy, hallucination, bias, security and safety, each measured with its own tool and gated per release. More on AI quality →