Methodology
How this site reads whitening product discussions
The first version is a static review-intelligence framework. It separates product praise from complaint patterns so readers can ask better questions before buying.
What we track
- Repeated praise patterns, such as ease of use or comfort.
- Repeated complaint patterns, such as tooth sensitivity or no visible results.
- Usage friction, including strip fit, taste, wear time, and routine difficulty.
- Before/after photo credibility signals, including lighting and camera differences.
- Source notes, added only when manually reviewed.
What we do not claim
- We do not rank the best whitening products.
- We do not provide dental or medical advice.
- We do not promise whitening results.
- We do not copy large blocks of user reviews.
- We do not automatically scrape reviews in this MVP.
This does not mean a product is unsafe or ineffective. A complaint pattern only means buyers may want to check that issue before purchase.