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.