Online Reviews Are Layered. Why Would You Want to Sift Through It?

Fake reviews, AI slop, Reddit deep-dives, YouTube stress tests - buying anything online now feels like investigative journalism. Here’s why we built EVIDENT, a review intelligence engine designed to separate real consumer insight from internet noise.

Samrat Shakya

Samrat Shakya

Co-Founder

May 29, 20263m read
Online-reviews-are-layered

So, I wanted to write a blog on review monitoring.

Like every other millennial, I opened Google and typed in “review monitoring systems.”

The first article I clicked started with:

“In today’s business environment…”

I left the site immediately.

I went to another one.

There again:

“Businesses are quietly hijacking the internet’s review section, and you don’t even know it.”

I tuned out again.

There were two reasons for this:

  1. I wanted to write from a consumer point of view, and most articles about review monitoring are written entirely from a business POV.
  2. They were obviously AI slop.

The problem with the internet today is that brands now have the ability to rapidly inflate positive reviews. They can have the same people post reviews across multiple platforms, or simply pay third parties to do it for them.

And now, of course, there’s AI, pumping out reviews from thin air like Doctor Strange.

Which is not helping anybody.

Online Reviews Are Layered

Most review sections on Amazon eventually become noise.

Five-star, three-star, and one-star reviews all clustered together until the final rating says almost nothing at all.

If you really want to know how good a product is, you probably need to ignore most of the generic five-star reviews altogether.

You look for reviewers who clearly own the product and are actually taking the time to explain their experience properly. You notice the language, how descriptive it is, and whether it even sounds like a real human wrote it.

Most blogs I found were lost in the weeds. I honestly cannot say whether anybody even reads that stuff anymore.

So naturally, once you find a product you want to buy on Amazon, or any other ecommerce platform for that matter, you go to Reddit.

That is where consumers turn the product experience inside out.

Then you go to comparison sites like Top5Best to see side-by-side breakdowns.

Better yet, you go to YouTube and watch someone like MKBHD unbox the product, use it properly, react to it in real time, and stress-test the performance beyond marketing copy.

At that point, you have probably opened multiple tabs just to buy a pair of earbuds or a water bottle.

Introducing EVIDENT

There is only a fixed amount of time in a human life. Why would anybody want to spend hours going through multiple websites just to buy something simple, like say a water bottle?

That is what led us to build EVIDENT at Agenco.

We are building EVIDENT as a cross-platform opinion intelligence and trust-ranking engine that gathers discussions and reviews from platforms like Reddit, YouTube, TikTok, Instagram, and other sources into one workflow.

The idea is simple.

Not all reviews should be treated equally.

Some are thoughtful. Some are fake. Some are affiliate bait. Some are written after five minutes of use. Others are written after months of ownership.

EVIDENT evaluates reviews across the internet using a structured credibility framework.

Each discussion is filtered and weighted using signals like reviewer credibility, engagement patterns, replies, updates, commercial intent, and other behavioral indicators designed to surface grounded opinions instead of noise.

What we want EVIDENT to do is help people make purchasing decisions faster, based on what they actually need and the budget they actually have.

That’s it.

Initially, we will launch EVIDENT as a browser extension.

If you have feedback on how your online purchasing experience could be better, let us know.

Let’s build EVIDENT together.


Samrat Shakya

Samrat Shakya

Co-Founder

Build / Tinker / Explore

Agenco

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As a consumer, what are the difficulties you face in assessing online reviews? Do let us know.