# AIQ Best Practices for Stable Test Execution

**Last reviewed:** September 30, 2026

Use this article as a checklist for building AIQ tests and environments that are easier to maintain, debug, and scale.

## What changed in this article

- Refocused the generic best-practices page on stable execution, maintainable scenarios, data control, and environment readiness.
- Added specific practices for locator strategy, waits, test data, Test Node capacity, browser versions, logs, and result review.
- Removed vague guidance and replaced it with concrete checks that support Scenario Editor and current AIQ terminology.

## Validation workflow

1. Review locator, wait, and data strategy before expanding a scenario suite.
2. Validate browser/Test Node capacity and dependency versions before high-volume runs.
3. Use execution logs and result trends to tune the suite instead of making untracked one-off changes.

**Review note:** This page now complements performance and installation articles without duplicating their detailed procedures.

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Last updated: September 30, 2026

If you have feedback on this topic, contact <documentation@appvance.ai>.