Security Testing Is the Proof of Work for AI Slop Code
AI slop code has turned security testing into proof of work: costly human verification that buys trust. Why this era is temporary, and what outlasts it.
Blog
Insights, tutorials, and updates on software testing and QA
AI Test Case Generation with MCP Server: Example Prompts and Setup
Updated August 2026: setup for Claude Code, Claude Desktop, Cursor, Windsurf, and Codex, plus 17 MCP tools and example prompts for AI test case generation.
Harness Engineering: What It Means for QA
Updated August 2026: what harness engineering means for QA, plus the six reusable primitives every agent harness shares and a five-level maturity model.
Data-Driven Testing with Test Datasets & Parameters
Updated August 2026: learn how data-driven testing works in TestCollab - test parameters, reusable test datasets, and one test case across many data rows.
Release Management Best Practices When AI Writes Code
Release management best practices change when AI writes the code. Twelve behaviors that keep change failure rate down as merge volume climbs on your team.
10 Best AI Test Case Generation Tools (2026 Comparison)
Compare 10 AI test case generation tools for requirements, Jira, screenshots, APIs, and UI automation. See verified features, pricing, and best use cases.
Best AI Testing Tools Compared: Katalon, Testim, Applitools & 7 More (2026)
Updated August 2026: hands-on comparison of 10 AI testing tools - TestCollab, Katalon, Testim, Applitools, Mabl, TestMu AI. Verified pricing, AI agent product lines, and where agentic testing fits.
10 Best Test Management Tools Compared (2026 Pricing & Reviews)
Side-by-side comparison of the 10 best test management tools in 2026 - pricing, Jira integration, AI features, and honest pros/cons. Includes free and open-source options.
Migrate Azure Test Plans to TestCollab
Migrate Azure Test Plans, suites, test cases, steps, tags, and metadata into TestCollab with a guided import that keeps your test structure organized.
Autonomous QA Agents Are Here in TestCollab
TestCollab autonomous QA agents are here. Explore focused agents for regression, security, accessibility, performance, compliance, code, SEO, and more.
How Entra ID SSO and SCIM Provisioning Work in TestCollab
Entra ID SSO and SCIM provisioning for TestCollab Enterprise plans: Microsoft sign-in, group-to-role mapping, and automatic joiner and leaver handling.
Anthropic's Fable 5 Ban: Model Risk Is the New Vendor Lock-In
On June 13, 2026, a US order cut foreign access to Claude Fable 5. For QA teams running AI agents, it is a lesson in model risk: the new vendor lock-in.
