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The frustration I have with online reviews is so profound at this point, that it could probably be used as a blunt object to knock out the people who write them. Fair warning, this is about to become a mildly unhinged rant…

Seriously though—when did it become socially acceptable to substitute honesty and objectivity for half-hearted opinions, user-error downward spirals, and emotionally charged memoirs about how a storage bin somehow healed unresolved childhood wounds?

Because if I have to read one more review that says:

“Just arrived! Haven’t used it yet but I’m SO excited!!! ⭐⭐⭐⭐⭐”

I may actually crash out.

Is this really what we’re tolerating now?

See, I remember when reviews felt genuinely honest and sometimes brutally so. You knew exactly what you were getting into. If something was flimsy, ugly, impossible to assemble, or arrived looking like it survived active combat, somebody was going to tell you. At length.

And now?

It feels like half the internet is reviewing the idea of a product instead of the actual experience of using it. People are out here writing passionate five-star reviews thirty-seven minutes after opening the box.

Then there are the reviews that somehow take a hard left turn into complete user-error territory:

“This vacuum is terrible! Didn’t work! Buyer beware!”

Further investigation reveals they never plugged it in.

Or my personal favorite, of course: The completely unrelated emotional tangent…

I clicked on a laundry detergent review hoping to learn whether it removes stains and suddenly I’m four paragraphs deep into someone’s divorce, a difficult relationship with their mother, and how lavender scent profiles helped them “find peace again.”

And while I wish them healing… that is not the information I came here for.

All jokes aside, though, I wanted to understand why people seem to struggle with leaving thoughtful, honest reviews these days. So I started digging like I always do, and what I found actually explains… quite a lot.

Why Are People Leaving Bad Reviews?

One of the biggest reasons reviews have become less useful is because people are being asked to leave them constantly.

Businesses now request feedback on virtually everything. According to BrightLocal’s 2026 consumer survey, 97% of consumers read reviews, while 41% say they always check reviews before making a decision. The demand for reviews has become so aggressive that many consumers are now being asked for feedback immediately after making a purchase and often before they’ve had enough time to properly evaluate the product. Which definitely explains that whole, “I just got this new thing! Hope it doesn’t suck! Five stars!”

The problem, of course, is that nobody knows whether the product will still be functioning three months later…

Researchers have also found that people are much more likely to leave reviews when they have experienced a strong emotional reaction rather than a measured one. In other words, consumers are often reviewing how they feel rather than how a product actually performs. The result is a review ecosystem increasingly driven by excitement, disappointment, frustration, validation, and personal narrative or identity rather than objective product assessment.

Why Does User Error Seem More Common Than Ever?

Part of the answer is complexity.

Modern products are often more complicated than they were twenty years ago. Appliances, electronics, software, smart-home systems, and even household products now come with more features, settings and those annoying maintenance requirements than previous generations experienced. Things just aren’t built the way they used to be either. Simpler, functional products with actual longevity seems to be a thing of the past. (Hello? Planned obsolescence much?)

At the same time, researchers studying review quality have found that consumers frequently struggle to separate product failure from personal misuse, unrealistic expectations, or misunderstanding of instructions. In many cases, a review reflects frustration with the user’s experience rather than a defect in the product itself.

This creates a strange phenomenon where consumers increasingly rely on reviews for guidance while simultaneously contributing information that may not accurately reflect product performance.

Who Is Most Likely to Leave Unhelpful Reviews?

Research suggests that people are most likely to leave reviews when they have experienced either an exceptionally positive or exceptionally negative outcome. Consumers with neutral experiences are far less likely to participate. One survey found that 58% of consumers tend to ignore review requests unless they have had a particularly good or particularly bad experience.

This creates what psychologists call a “participation bias.“

In other words, the people writing reviews are often not representative of the average customer.

The happiest customers show up. The angriest customers show up. Everyone else quietly goes about their day…

Which means review sections are often populated by extremes rather than balanced assessments.

Okay. So, What Caused The Change?

The short answer? Everything.

The COVID-19 pandemic accelerated online shopping, remote purchasing, delivery services, and digital decision-making at a pace that would have otherwise taken years longer to set off the way that it did. Consumers became increasingly dependent on reviews because they could no longer physically inspect products before purchasing them.

At the same time, influencer marketing exploded, social media became more commercialized, AI-generated content entered the marketplace, and online retailers became more aggressive in soliciting feedback. Review systems transformed from a simple consumer tool into one of the most powerful sales mechanisms on the internet.

The result is a strange contradiction:

Consumers trust reviews less than they once did, yet rely on them more than ever.

In fact, BrightLocal also found that trust in reviews equivalent to personal recommendations actually dropped from 79% in 2020 to just 42% in 2025. And again, this is while review readership remains nearly universal.

So, we’re all collectively suspicious of reviews while simultaneously reading about thirty of them before buying a toaster.

Which Websites Tend to Have the Most Problematic Reviews?

There isn’t a definitive ranking of the “worst” review platforms, but there are several platforms that repeatedly appear in discussions surrounding fake reviews and review manipulation.

Google Reviews remains one of the most influential platforms online, but surveys found that 40% of consumers reported encountering fake Google reviews in 2025.

Facebook Reviews also continues to struggle with authenticity concerns, with 37% of shoppers reporting they encountered fake reviews there in 2025.

Trustpilot has faced increasing scrutiny in recent years. In 2024, the platform reported removing 7.4% of submitted reviews as fake, while investigations and regulatory actions in Europe have raised questions about review verification and representativeness.

Tripadvisor reported removing approximately a whopping 2.7 million fraudulent reviews in 2024 alone and nearly one in every twelve reviews submitted to the platform.

And perhaps the most alarming development of all is artificial intelligence.

Recent research found that humans identify AI-generated reviews with only about 50.8% accuracy. So, essentially the same success rate as random guessing. In other words, many consumers can no longer reliably distinguish fake reviews from genuine ones. Big yikes.

This means the next glowing five-star review you read may have been written by someone who never used the product.

…Or by someone who never existed at all.

And as for myself? Well, I think I’d rather deal with the occasional review riddled with grammatical errors, personal bias, and hilarious displays of user error than one written by something that doesn’t even possess a consciousness of its own.

At least when a human being leaves a terrible review, there’s a certain charm to it. You can usually identify where things went wrong. Maybe they didn’t read the instructions. Maybe their expectations were completely unrealistic. Maybe they somehow managed to blame a toaster for a series of life choices that had absolutely nothing to do with breakfast appliances. Or, heck. I don’t know. Maybe they’re just unintelligent. That’s all fine.

But an AI-generated review?

Now I’m being lied to by a soulless machine that has never owned the product, never used the product, never regretted the purchase, and lacks both the emotional capacity to even experience disappointment and the thumbs required to open the package in the first place!

And frankly, that feels significantly more insulting.