What a High Vendor Score Does Not Prove
Benchmark scores can be directionally useful, but they are not the same thing as first-party verification.
The board is a filter, not a guarantee
High scores are useful for narrowing the field. They are not proof that a vendor is safe, lawful, or reliable in every way that matters.
That distinction is easy to lose once a leaderboard starts looking polished.
A benchmark score cannot replace direct diligence
A strong card does not automatically tell you:
- whether the current batch matches the historic pattern
- whether storage and fulfillment were handled well
- whether a vendor’s listed COAs are current and relevant
- whether the upstream source methodology still reflects today’s reality
Scores summarize signal. They do not eliminate uncertainty.
Why we surface confidence separately
Confidence exists because source depth matters.
If two vendors both look strong on raw score, the one supported by more tests, more reviews, and cross-source coverage is usually the safer directional read.
That is why the site now separates:
- benchmark score
- rank score
- confidence band
- evidence depth
Those are different ideas and should stay separate.
The healthiest way to use this site
Use the benchmark board to:
- prioritize where to look first
- compare source coverage
- understand whether a card is consensus-backed or single-source
- spot where more diligence is needed
Do not use it as a substitute for:
- medical advice
- legal advice
- product identity testing
- independent review of current vendor practices
The site becomes more trustworthy when it says less than it cannot prove.