100% Independent · Verified Reviews Only · AI Integrity

How is the GuardScore calculated?

Total transparency about how we measure business reputation. No company can buy a better score — only earn it.

Our commitment to transparency

The GuardScore is the heart of GuardOpinion. It is the number that summarizes the reputation of a business based exclusively on authentic customer experiences. We explain exactly how it works so that both consumers and businesses can trust it completely.

The 3 pillars of the GuardScore

Three factors combine to produce a score that reflects reality — not marketing budgets.

Recency

Recent reviews carry more weight than older ones. A company that improved two years ago but declined recently will have a score that reflects the current reality.

Verified reviews

Only reviews from accounts that pass our verification process are counted. Fake, duplicate, or suspicious reviews are excluded before they can affect the score.

Volume and stability

We use a Bayesian average that prevents a single review from distorting the score. The more reviews a business has, the more stable and reliable its score becomes.

Why we use Bayesian average

A simple average can be deceived with 1 or 2 fake reviews. The Bayesian average prevents this.

BusinessReviewsSimple avg.GuardScore
New business2 reviews5.03.8
Established business240 reviews4.14.1

The Bayesian average pulls new businesses toward the platform average until they have enough reviews to establish a reliable score.

What does NOT affect the GuardScore

These factors have zero influence on the score, regardless of the business's plan or relationship with GuardOpinion.

  • The business's subscription plan (Free, Pro, Enterprise)
  • The source of the review invitation (email, widget, QR code)
  • Official replies from the business to reviews
  • The number of times a profile is visited
  • Whether the business has claimed or verified its profile

Combating fake reviews

Three independent layers ensure the integrity of every review.

Technology

AI that analyzes IP address, device, behavioral patterns, and writing style in real time on every review submitted.

Community

Any user can report a suspicious review. Reports are acted on within 24 hours by the integrity team.

People

Human moderators review complex cases. No algorithm makes the final decision alone — people do.

Frequently asked questions about GuardScore

Trust the GuardScore

Every score you see on GuardOpinion is the result of real, verified, and recent customer experiences.