Notes from the field.
Guides, benchmarks and rollout lessons on computer-use agents.
Product
Forge: Extend What Your Agent Can Test
See how AskUI Forge helps testers create application context, custom tools, and executable tests from screenshots, descriptions, and recordings.
Oct 19, 2026 · 7 min read
Product
Dreaming: When Your Test Suite Improves With Experience
AskUI Dreaming turns completed test runs into reviewable improvements, helping QA teams reduce test automation maintenance and focus on what to test next.
Oct 8, 2026 · 4 min read
Academy
End-to-End Testing Doesn't Need to Be Deterministic. It Needs to Be Auditable
"Tests must be deterministic" is good advice at the wrong level for end-to-end testing. Separate determinism of the steps from determinism of the verdict, and the whole maintenance problem changes shape.
Aug 18, 2026 · 9 min read
Academy
HIL vs SIL vs MIL: The Full Testing Hierarchy
A technical comparison table of MIL vs SIL vs HIL testing: what each stage catches, ISO 26262 mapping, and the CAN-to-display validation gap most teams miss.
Aug 3, 2026 · 11 min read
Academy
Top AI Visual Testing Tools for UI Consistency
Comparing AI visual testing tools? Here's how Applitools, Percy, and Reflect differ, and when you need a different category entirely: agentic testing.
Jul 16, 2026 · 6 min read
Academy
Why Testing Is Really About Workflow Ownership
Testing tools are built around the screen. The workflow underneath is the actual point, and that reframe changes what a test run can produce.
Jul 16, 2026 · 6 min read
Academy
Visual Testing with AI: How to Catch UI Bugs Your Scripts Miss
Script-based tests confirm elements exist — not what users actually see. Learn how AskUI's agentic testing catches the UI bugs scripts miss.
Jul 9, 2026 · 5 min read
Academy
macOS Agent Testing
How computer-use agents automate macOS apps, system utilities, and cross-platform workflows without depending on element identifiers.
Jun 18, 2026 · 5 min read
Academy
How to Automate a Windows Application
Why most automation tools fail on enterprise Windows environments and how computer-use agents handle legacy apps, locked-down builds, and industrial HMI displays.
Mar 31, 2026 · 6 min read
Academy
Android Agent Testing
How computer-use agents automate apps, infotainment systems, and mixed-architecture flows without depending on the view hierarchy.
Jun 17, 2026 · 6 min read
Academy
Web Agent Testing
How computer-use agents automate web apps, legacy portals, and mixed-architecture flows without depending on DOM access or stable element identifiers.
Jun 17, 2026 · 6 min read
News
Meet AskUI at Car.HMI Europe 2026
AskUI is exhibiting at Car.HMI Europe 2026 — and CEO Jonas Menesklou will be speaking. If you're working on automotive HMI testing, come find us in Berlin.
Jun 12, 2026 · 2 min read
Academy
Agentic Testing in Production: What It Takes
A practical guide to running agentic testing in production. Covers the seven authoring concepts, AgentOS deployment options, CI integration, compliance reporting, and a five-stage roadmap from day one to full coverage.
Jun 11, 2026 · 7 min read
Academy
What Testing Looks Like When Intelligence Replaces Algorithms
Computer-use agents have a boundary too. Here's where it sits, what changed at the infrastructure level, and what agentic testing actually looks like in practice.
May 20, 2026 · 6 min read
Academy
When AI-Assisted Testing Is Not Enough
Agentic testing resolves ambiguity through intelligence, not algorithms. Here's why AI-assisted tools only get you partway there, and what lives in the zone classical automation can't reach.
May 19, 2026 · 5 min read
Academy
Why Traditional Test Automation Will Never Scale
Traditional test automation is deterministic: it resolves ambiguity through algorithms, not intelligence, which means it can only handle scenarios it was explicitly programmed for. Everything outside that boundary fails.
May 15, 2026 · 7 min read
Academy
Automotive HMI Software: How to Choose the Right Platform
Choosing the wrong automotive HMI software platform costs more than the licensing fee. This post covers what actually differentiates HMI platforms, where teams get locked in, and what to evaluate before committing.
May 5, 2026 · 8 min read
Academy
Agentic Testing for Automotive HMI
Automotive HMI runs on embedded hardware, spans multiple input modalities, and varies across firmware versions and regional configurations. Script-based automation was built for stable interfaces. Automotive HMI is neither.
May 4, 2026 · 6 min read
112 articles
The archive.
Every article, by year.
2026
- Report: Traceability in Agentic Testing
- Forge: Extend What Your Agent Can Test
- Dreaming: When Your Test Suite Improves With Experience
- End-to-End Testing Doesn't Need to Be Deterministic. It Needs to Be Auditable
- HIL vs SIL vs MIL: The Full Testing Hierarchy
- Top AI Visual Testing Tools for UI Consistency
- Why Testing Is Really About Workflow Ownership
- Visual Testing with AI: How to Catch UI Bugs Your Scripts Miss
- macOS Agent Testing
- How to Automate a Windows Application
- Android Agent Testing
- Web Agent Testing
- Meet AskUI at Car.HMI Europe 2026
- Agentic Testing in Production: What It Takes
- What Testing Looks Like When Intelligence Replaces Algorithms
- When AI-Assisted Testing Is Not Enough
- Why Traditional Test Automation Will Never Scale
- Automotive HMI Software: How to Choose the Right Platform
- Agentic Testing for Automotive HMI
- Agentic Testing for Automotive Infotainment Systems
- QNX Testing: Automating Embedded OS Interfaces
- How LLMs Are Replacing Test Scripts: Inside Agentic Testing
- What is HMI in Automotive?
- HIL Testing for Automotive Infotainment: How AskUI Fits Into the Test Bench
- AskUI vs SikuliX: Agentic Testing vs Image-Based Automation (2026)
- AskUI vs Traditional Test Automation: Why Agentic Testing Is Different
- From Test Tools to Testing Infrastructure: Why the Platform Wins
- Claude Computer Use vs OpenAI Operator vs AskUI (2026)
- From Test Cases to Autonomous Coverage: When Scripts Can't Keep Up
- How AskUI Orchestrates a Test Run
- What Are Tools in Agentic Testing?
- Why Every Test Level Breaks Before Production
- The Testing Wall: QA, QC, and Why Shift Left Fails for Hardware
- Why CI Can Pass While the UI Is Still Broken
- Why AI Agents Get Stuck in Loops & How to Fix It
- Katalon vs AskUI: Automation Limits Compared
- AskUI vs Leapwork: Which Tool Fits Your QA Team?
- AskUI vs UiPath: RPA vs Agentic Execution
- Top 10 Agentic AI Systems for Android Testing 2026
- Testing HTML5 Canvas with Computer Use Agents 2026
- Invisible Enterprise Apps: DOM-Free Automation
- The 60/40 Profit Trap in Fixed-Price HMI Projects
- Zero-Shot Scalability: One Test for 10 OEM UIs
- Enterprise Automation at Scale with AskUI AI
- Audit Trail: Evidence for Automotive Compliance
- HMI State Machine Validation with Agentic AI
- Adaptive Resilience: Intent-Driven OTA Testing
- Beyond the Visual Surface: The Consistency Gap
- Integrated System Logic: Synchronizing the Cockpit
- Top 10 Windows Desktop Automation Tools for 2026
- High-Trust QA in Safety-Critical Domains
- The End of QA: Testing Moves into Infrastructure
2025
- Getting Started With AskUI
- Maintain Product Quality After QA Team Reduction
- AskUI & TestSolutions: AI-Powered Test Automation
- Best Desktop Automation Tools to Use in 2025
- UI Assertions & Data Extraction with AskUI
- Exploring Playwright: Why AI Agents Are the Future
- Using Playwright and AskUI for Cross-App Workflows
- Reusable Automation Logic with AskUI
- Agentic AI vs. Traditional Web Test Automation
- How AI Test Automation Handles Dynamic UI Changes
- Test Automation Trends 2026: 3 Major Shifts Ahead
- Best Agentic AI Tools for 2026: Complete Guide
- Top 10 Automation Tools for Web Testing (2026)
- 5 Advantages of AI-Powered Testing (2025)
- Can Cypress Automate Desktop Applications?
- How Can You Create an XRAY JSON Report with AskUI?
- Beyond Selenium: E2E Testing for Desktop Apps
- CSS and XPath in Web Automation: Pros & Cons
- Demystifying Smart Selectors
- Desktop Automation: How It Works & Best Guide
- E2E UI Automation Testing for Desktop & Mobile
- Virtual Desktop Automation for Engineers
- Types of Automation for Web Application Testing
- Browser Compatibility: Keep Your Website Working
- Automating End-to-End and UI Testing Explained
- Agentic AI and Model-Based Testing in 2025
- Build Test Pipelines with Agentic AI: Step-by-Step
- AskUI vs. Airtest: UI Automation Tool Comparison
- AskUI vs Octomind: AI Automation Tool Comparison
- AskUI vs Robot Framework: Visual AI vs Keywords
- AskUI vs TestArchitect: UI Automation Compared
- AskUI vs Testers.AI: QA Feature Comparison
- AskUI vs Testsigma: Test Automation Compared
- Automated vs Continuous Testing: Key Differences
- Integrate Agentic AI into Your Existing Test Suite
- How Vision-Based AI Agents Work in UI Testing
- Agentic AI for Desktop Test Automation
- What Is Agentic AI in Test Automation?
- Top 10 Agentic AI Tools for Infotainment Testing
- Manual to Automated Testing: QA Team Roadmap
- Automating .NET Canvas Applications: Challenges
- Customer Support in Test Automation Success
- AI in Mobile App Test Automation: Key Benefits
- How to use AskUI within Java Projects
2024
- AskUI Agents for Citrix App Testing
- Run AskUI on Windows with a Self-Hosted Runner
- How to solve complex UI automation projects
- Mastering Test Automation: A Comprehensive Guide
- Navigating the Evolving World of UI Testing Tools
- QA Automation: A Comprehensive Guide
- Regression Testing in Web Automation: Guide
- Strategies for Effective Web Automation Testing
- The Future of Web App Testing with AskUI
- UI Test Tools: Harnessing the Power of AI
- ML Revolution in Automation Testing: Unleashed
- Web Automation Testing with AI and Computer Vision
- Web Automation Testing: Human-in-the-Loop Approach
- Mastering the Art of Automating UI Testing
- Website Testing Tools: A QA Essential Guide
- askui is Part of Intel Ignite Batch#3
From reading to running.
Run it on your own systems.
Or download AskUI Desktop. No sign-up.