AI Transparency

Aroha Radiance is built around practical fashion calculators, estimators, and guides, presented through a virtual persona rather than a real person. We believe visitors deserve to know exactly what is AI-generated, what is human-written, and how the tools are checked before publishing.

What is AI-generated

Aroha's photos and some visual concepts are created with AI image generation tools. They represent styling concepts and inspiration. They are not photographs of a real person, and they may not show an exact real-world garment down to every stitch or texture.

What is human-reviewed

Every calculator's formula, every guide, and every worked example on this site is written and reviewed by a human editor before publishing. See our Editorial Policy for the review process. AI tools may assist with early drafts of illustrative concepts, but the published instructions, formulas, and explanations are checked by a person, not generated and posted unreviewed.

How our calculators are tested

Calculation logic is written as standalone, automated-tested functions (covering normal use, boundary values, and invalid input) before being wired into any calculator on the site. Formulas are also manually checked against independently worked examples. This doesn't make a result infallible, which is why every calculator states its assumptions and limitations directly on the page.

What this means for you

• Treat calculator results as planning estimates, not guarantees: each tool explains its assumptions.
• Treat styling images as concept inspiration, not a literal preview of a specific garment.
• If you spot an error in a formula, a guide, or an image caption, please contact us. See our Corrections Policy for how we handle reports.