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

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