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Research, frameworks, and comparisons from the QAby.AI team.

The State of AI QA in Mid-Market SaaS 2026
Featured · Research·

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.

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Is Playwright Free? Yes — Here's What It Costs at Scale
Comparisons·

Is Playwright Free? Yes — Here's What It Costs at Scale

Playwright is free and open source. At 50–200 engineer teams, maintaining it costs an SDET hire. See the creation, flake, and CI math.

Playwright vs QAby.AI: When Code Tests Stop Scaling
Comparisons·

Playwright vs QAby.AI: When Code Tests Stop Scaling

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

AI QA Testing: What Changes for QA Leads in 2026
Research·

AI QA Testing: What Changes for QA Leads in 2026

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.

The AI Test Automation Tools Handbook for Mid-Market SaaS (2026)
Comparisons·

The AI Test Automation Tools Handbook for Mid-Market SaaS (2026)

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.

AI Testing: The Definitive Guide for Engineering Teams in 2026
Engineering·

AI Testing: The Definitive Guide for Engineering Teams in 2026

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 AI Testing Tool Buyer Guide: 8 Features That Actually Matter
Comparisons·

The AI Testing Tool Buyer Guide: 8 Features That Actually Matter

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.