# AIQ AI Implementation Strategy **Last reviewed:** September 30, 2026 Use this article as a planning checklist for introducing AIQ AI capabilities such as AISG into a governed testing program. ## What changed in this article - Updated the strategy page to use AISG terminology and governance language instead of vague AI adoption wording. - Added planning checks for application readiness, data privacy, validation coverage, human review, rollout stages, success metrics, and ownership. - Added guidance to treat generated scenarios as reviewable assets that require validation before production use. ## Validation workflow 1. Choose a narrow application area and define success criteria before enabling AI-assisted generation. 2. Review generated scenarios, validations, data usage, and evidence with application owners. 3. Expand only after the team has measured maintainability, coverage value, and false-positive/false-negative behavior. **Review note:** This page now reads like an implementation plan rather than a generic AI positioning article. --- Last updated: September 30, 2026 If you have feedback on this topic, contact .