Our Editorial Standards

Independence

BiteBench is editorially independent. Our rankings, BiteScores, and recommendations are determined by measured data and internal review, never by outside pressure. No member of the BiteBench editorial team holds equity, consulting contracts, board seats, or advisory roles at any tested app company. No tested app developer has the right to preview, veto, or request changes to a BiteScore before it goes live.

Independence is a structural property at BiteBench, not a slogan. The lab is self-funded by its founders, carries no outside investors, and has no parent company or sibling brand in the nutrition-app industry. BiteBench does not license its BiteScore data to app developers and does not sell benchmark placement. The only revenue BiteBench has ever received has been founder capital; there is no second revenue source to influence.

Evidence sourcing

Every nutrition claim on BiteBench is traceable to a published, citeable source. BiteBench uses four primary reference databases: USDA FoodData Central (Foundation Foods, SR Legacy, and FNDDS), the Nutrition Coordinating Center Food and Nutrient Database (NCCDB), Open Food Facts for branded packaged foods, and Nutritionix for restaurant chain data. When two sources disagree, USDA Foundation Foods wins.

Every measured claim on BiteBench is traceable to a specific tester, a specific meal in the 612-meal reference set, and a specific calibrated scale reading. Raw tester CSVs are archived for at least five years and can be provided to academic researchers on request. Every reported BiteScore includes a 95% confidence interval computed across our six testers.

BiteBench does not cite unreviewed blog posts, press releases, or App Store review counts as evidence for any ranking decision. Where we mention third-party research, we link to the peer-reviewed publication or to the institutional primary source.

Medical review

Every BiteBench article that contains nutrition guidance, health claims, or recommendations affecting patient care is reviewed by a board-certified medical reviewer before publication. Our current medical reviewer is Dr. Alana Vasquez, MD, a board-certified internal medicine physician trained at the University of Chicago Pritzker School of Medicine.

Medical review covers three things: the clinical accuracy of every stated health claim, the appropriateness of any recommendation for patient populations (including diabetes, cardiovascular disease, and eating-disorder recovery), and the absence of advice that could reasonably cause harm. If a BiteBench article reaches final draft but fails medical review, it does not publish until the flagged content is rewritten or removed.

Articles on BiteBench display the name of both the author and the medical reviewer in the byline. Readers can confirm credentials on our about page.

Corrections policy

BiteBench corrects errors promptly and publicly. If a published BiteScore, ranking, or factual claim is found to be wrong, the correction is made in four steps: the error is logged in the internal corrections archive, the article is updated, a visible correction note is appended at the bottom of the article with a timestamp, and the dateModified field is updated in the article schema.

Corrections fall into two tiers. A Tier 1 correction is a factual error that changes the substance of a recommendation (for example, a BiteScore that was computed incorrectly and would have changed a ranking). Tier 1 corrections are logged with a full explanation of what changed and why. A Tier 2 correction is a typo, broken link, or similar cosmetic error; these are fixed silently.

To report an error, email corrections@bitebench.com with the URL, a description of the problem, and a source if possible. BiteBench responds to correction reports within three business days.

Affiliate disclosure

BiteBench has no affiliate relationships. We do not earn commissions on any app download, subscription, or purchase. Our links to App Store and Play Store listings are plain informational links and contain no referral tracking, no affiliate tags, and no revenue share of any kind. BiteBench does not use affiliate networks (no Amazon Associates, no Impact, no Commission Junction, no Skimlinks, no Sovrn, no Partnerize, no anything).

BiteBench does not run display advertising. BiteBench does not accept sponsorship. BiteBench does not sell sponsored content, native advertising, or "brand studio" placements. BiteBench does not accept free review units or press trips; every tested app is downloaded at full retail price by our testing team and paid for from the BiteBench operating budget.

This disclosure is maintained as a standing policy and reviewed quarterly. If BiteBench's funding model ever changes, we will publish a visible notice at the top of this page and in every affected article before any revenue change takes effect.

Author credentials

Every BiteBench article carries a named author and a named medical reviewer. Authors on BiteBench are either credentialled subject-matter experts (Dr. Lena Park, PhD, RDN; Marcus Whitfield, MS) or reviewed by one before publication. BiteBench does not publish anonymous articles, ghost-written articles, or AI-generated content without human authorship and review.

Credentials, bios, knowsAbout topics, and alumniOf institutions for every author and reviewer are published on our about page and encoded in Person schema on the same page, so that search engines and AI systems can verify provenance without having to parse marketing copy.