The evidence ladder, in one paragraph

At the bottom: lab and animal studies, which generate hypotheses and headlines but prove nothing about humans. Above them: small human trials, then well-run randomized controlled trials (RCTs), then systematic reviews and meta-analyses pooling many RCTs. A supplement ad quoting 'studies' almost always lives lower on this ladder than its confidence suggests.

What makes a trial worth believing

Randomization and a placebo group control for the fact that people improve for many reasons. Blinding controls for expectation. Pre-registered outcomes control for cherry-picking. Size controls for luck — a 20-person trial can produce almost any result by chance. When we grade an ingredient 'Moderate', it means findings of this quality exist and point the same way more than once.

Watch for surrogate outcomes

Many positive supplement findings measure markers — a cortisol level, an inflammation score — rather than outcomes people care about. Markers can move while nothing meaningful changes. The question to ask of any quoted study: did the people measurably feel, function or fare better, or did a number on a lab panel shift?

Industry funding isn't disqualifying, but it discounts

Much supplement research is funded by ingredient manufacturers, and industry-funded trials skew positive across all of medicine. We don't discard such studies; we discount them, and we say so — which is why a single sponsor-funded win earns 'Limited' rather than 'Moderate' in our tables.

Match the dose or the study doesn't apply

A study's result belongs to its dose, form and duration. Ashwagandha at 600 mg of standardized extract for 8 weeks says nothing about 75 mg of root powder inside a blend. This single check — does the product contain what the study used? — disqualifies more marketing claims than any other.

How Article Heaven's grades map to all this

Strong: consistent RCT-level evidence at supplement-realistic doses. Moderate: repeated positive trials with limitations. Limited: small, few or conflicted trials. Mixed: credible trials disagree or major trials were negative. Insufficient: mechanism and hope. Our ingredient tables apply these labels per ingredient at studied doses — never to a finished product no one has trialed.

Keep reading

Related guides: How to Read a Supplement Label Before You Buy · Proprietary Blends Explained: The Label Trick That Hides the Dose · How Supplement Money-Back Guarantees Actually Work. Or see these principles applied in any of our product reviews.