Evaluating Supplier Bias and Affiliates
Understanding financial incentives in supplier relationships and how to identify and account for potential bias.
Last updated: 11 April 2026
What is supplier bias?
Supplier bias occurs when financial incentives influence recommendations or marketing claims. A website or review entity with an undisclosed affiliate relationship may favour a particular supplier to earn commission, even if other suppliers are comparable or superior.
Undisclosed financial relationships are the core concern; disclosed relationships are more transparent.
Affiliate programs
Many suppliers offer affiliate programs: reviewers or websites earn commission (typically 5–20%) for each customer referred. This creates an incentive to recommend that supplier. Affiliate relationships are common and not inherently unethical — transparency is key.
Always look for explicit disclosure of affiliate relationships on review websites.
Spotting undisclosed affiliates
Red flags: a website recommends only one or two suppliers with limited comparison to alternatives. Repetitive praise without substantive analysis. Lack of any disclaimer or conflict-of-interest disclosure. If a recommendation seems unusually enthusiastic, check whether an affiliate relationship exists.
How to check for affiliate relationships
Look for a 'Disclosure' or 'Affiliate' section on the review website. Contact the reviewer directly and ask whether they have affiliate relationships with any suppliers they recommend. Check supplier websites for affiliate program disclosures.
Transparency should be easy to find; if it's hidden, that's suspicious.
Accounting for bias in your evaluation
A disclosed affiliate relationship does not disqualify a supplier or recommendation — evaluate the substance of the recommendation. Use your own criteria (COA quality, third-party testing, transparency) to assess suppliers independent of the reviewer's financial incentives.
Use multiple review sources to triangulate; suppliers recommended consistently across independent sources are more credible.