
The State of AI QA in Mid-Market SaaS 2026
n=41 calls, 9,103 test steps, 230k Playwright MCP downloads. The 2026 benchmark on QA team size, the locator tax, and the agentic testing layer.
Read the reportResearch, frameworks, and comparisons from the QAby.AI team.

n=41 calls, 9,103 test steps, 230k Playwright MCP downloads. The 2026 benchmark on QA team size, the locator tax, and the agentic testing layer.
Read the report
Playwright is free to download. But maintaining it at a 50–200 engineer team costs an SDET hire ($160K+/yr). The honest math on creation, flake, and CI.

Playwright won the framework war. AI agents won the maintenance war. Why mid-market SaaS teams move from Playwright code to AI-led regression.

Five things change in a QA Lead job when AI QA testing arrives, and three things do not. A POV pillar grounded in 41 interviews with mid-market SaaS QA leaders.

A buyer-side handbook to AI test automation tools in 2026. Four tool buckets, 10 platforms mid-market teams evaluated this year, a 9-criterion scorecard, TCO math, and a 30-day evaluation playbook.

A 4,500-word pillar guide to AI testing for engineering teams. What it is, what it solves, what it doesn’t, the 8-feature buyer checklist, cost framing, and a 30-day rollout plan.

The 8-feature scorecard for buying an AI testing tool in 2026: discovery, authoring, healing, CI/CD, telemetry, cost, ownership, and exit. With red flags, the 30-day POC playbook, and the green-pipeline test.