A conflict of interest occurs when researchers or funders have personal or financial stakes in study outcomes, like a supplement company studying their own product. Such studies require cautious interpretation but aren't necessarily fatally flawed. There’s a higher risk of bias when parties with conflicts of interest don’t just fund a study, but have direct control over study design, data analysis, or publication decisions.