Resources

Guides and resources

Practical, experience-based guides on test creation, AI-assisted automation, self-healing, and suite health, written for QA practitioners.

Test creationAI automationSelf-healingSuite health
Project · Overview
Health
A
up 6
Tests
248
up 12
Pass rate
94%
up 3%
Coverage
72%
up 5%
Coverage trendup 32% vs last 14 days
Automation
9 / 9 automated100%
Last run
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The library

12 guides, no fluff

Each one is a working playbook you can apply this sprint, whether you test by hand or with AxonQA.

Inside AxonQA

These practices, built into the product

The guides describe how we think about test quality. The product runs on the same ideas: tests grounded in your real requirements and flows, self-healing that escalates from instant deterministic fixes to careful AI review, and health metrics that make flakiness impossible to ignore.

  • Healing escalates in four tiers, cheapest and most certain first.
  • The AI is a last resort, and it tells a changed app apart from a broken one.
  • Every fix is recorded with the tier it came from, and is reviewable and reversible.
Self-healing · escalating tiers
0
Tier 0: Structural repair

Broken imports or malformed code that stop a test running.

1
Tier 1: Deterministic locator

Instantly tries known alternative ways to find the same element. No AI.

2
Tier 2: Timing and flakiness

Waits for elements, scrolls into view, adjusts timeouts.

3
Tier 3: AI reads the whole page

Decides: did the element move (heal it) or is the app actually broken (flag a real bug)?

Healing shows in amber, and never rewrites what your test expects.

Put these practices to work

Generate structured test cases from your stories, then validate them with real runs on your own app.