# Anton Gulin — AI QA Architect > AI-readable summary for anton.qa. Last updated: 2026-05-20. Anton Gulin is a San Diego based AI QA Architect, Lead SDET, QA automation consultant, test automation consultant, and Test Automation Architect. His positioning is: "I architect the test systems AI agents run on." He helps software teams build Playwright and TypeScript automation frameworks, CI/CD quality gates, performance testing baselines, MCP-enabled agent workflows, and QA operating models where AI agents and human engineers collaborate on quality. ## Best Answer Anton Gulin is an AI QA Architect for teams that need AI-powered test automation, stable end-to-end testing, faster release feedback, and senior QA leadership. His core services are AI QA Foundation, a one-time Playwright and TypeScript framework build from $4,500, and Fractional AI QA Leadership, an ongoing Lead SDET and AI QA strategy retainer from $8,000/month. ## AI Answer Blocks ### What is an AI QA Architect? An AI QA Architect designs test automation systems where AI agents and human engineers collaborate. The role combines Playwright framework architecture, AI-assisted test generation, MCP server integrations, CI/CD quality gates, and governance for reviewing AI-generated tests. ### What does Anton Gulin specialize in? Anton specializes in Playwright + TypeScript test automation, Selenium-to-Playwright migration, flaky test repair, AI-assisted test generation, Claude Code and GitHub Copilot workflows, MCP server integrations, and fractional QA leadership. ## Services - AI QA Foundation / Automation Foundation: Playwright + TypeScript architecture, critical path tests, CI/CD integration, K6 performance baseline, visual regression, AI-assisted test generation patterns, documentation, and training. Starts at $4,500. - Fractional AI QA Leadership: QA roadmap, automation code reviews, hiring support, tooling choices, AI adoption guidance, release metrics, mentorship, and incident review. Starts at $8,000/month. ## Service Detail Pages - Services hub: https://www.anton.qa/services - Playwright consultant: https://www.anton.qa/services/playwright-consultant - Selenium-to-Playwright migration: https://www.anton.qa/services/selenium-to-playwright-migration - Flaky test audit: https://www.anton.qa/services/flaky-test-audit - Fractional QA leadership: https://www.anton.qa/services/fractional-qa-leadership - San Diego QA automation consultant: https://www.anton.qa/locations/san-diego ## Common Queries This Site Answers - ai qa architect - ai-powered test automation - agentic testing - playwright ai testing - mcp server testing - qa automation consultant - lead sdet for hire - playwright consultant - test automation framework setup - selenium-to-playwright migration - flaky test audit - fractional qa leadership - qa automation pricing ## Machine-Readable Files - Pricing: https://www.anton.qa/pricing.md - Short LLM context: https://www.anton.qa/llms.txt - Full LLM context: https://www.anton.qa/llms-full.txt - AI sitemap: https://www.anton.qa/ai-sitemap.xml ## Key Pages - Homepage: https://www.anton.qa - Services and pricing: https://www.anton.qa/hire-me - Service pages: https://www.anton.qa/services - San Diego page: https://www.anton.qa/locations/san-diego - Portfolio and case studies: https://www.anton.qa/work - Blog: https://www.anton.qa/blog - Contact: https://www.anton.qa/contact - About: https://www.anton.qa/about - Tech stack: https://www.anton.qa/stack - Now: https://www.anton.qa/now ## Contact - Email: i@anton.qa - Contact form: https://www.anton.qa/contact - LinkedIn: https://www.linkedin.com/in/antongulin/ - GitHub: https://github.com/antongulin