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![checkerchain Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1475365603825401861.png) CheckerChain [@checkerchain](/creator/twitter/checkerchain) on x 12K followers
Created: 2025-07-12 22:29:15 UTC

we are solving a problem- a big problem of fake reviews.
- data says 20-40% online reviews are fake.
- means 20-40% revenue is wasted on fake reviews

e.g: trustpilot made $XXX annual revenue 2024, at least $40m of that is a waste for companies & that is what #checkerchain is solving.

people are biased, manipulated, paid to write reviews about product, services and companies. also we have scripted, bot(-ed) reviews.

AI models can somehow immediately help people find fair reviews if trained on ethical/proper data. 

but that's won't solve core problem because "there is not any tool or tech to XXX% detect fair vs fake reviews. an expert can write good reviews for a bad product because he just wanted to have a fun - who knows"

that leaves us only X solution - "consensus" on reviews at zkML. we are tapping this with CheckerChain. and we are confident that our solution performs far better than all existing competitors when the battleground is ready.

we are confident we gonna be no. X leader of reviews in the market but we not yet there. the path is visible, we can dream of it, we see through it. but we have to walk through this lane to reach there.

![](https://pbs.twimg.com/media/GvsJhRDW0AIMQOW.jpg)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1944162163314012664/c:line.svg)

**Related Topics**
[$40m](/topic/$40m)
[trustpilot](/topic/trustpilot)

[Post Link](https://x.com/checkerchain/status/1944162163314012664)