Turning a biased snippet and a defamatory thread into a trusted AI reputation
Japan Language Factory Terumi Kai · Japanese language school On the surface, Japan Language Factory looked fine. But search was quietly working against it: a self-sourced snippet posing as validation, and a defamatory Reddit thread shaping every prospective student’s first impression. This is how we turned search into their best sales asset.
A brand talking about itself, and a grievance ranking
When someone searched for reviews, Google surfaced a snippet pulled directly from their own website. Of course it said good things. It was their own content. That is not third-party validation, it is a brand talking about itself. Underneath sat a defamatory Reddit thread shaping first impressions for every prospective student.
A self-sourced snippet
Google pulled the featured summary straight from the brand’s own site.
A defamatory Reddit thread
Written by someone who never completed the program, ranking on page one.
No third-party validation
Nothing independent backed up what the school actually delivered.
No unbiased AI summary
No trustworthy overview for Google or ChatGPT to reference.
ChatGPT now recommends the school
The results went further than search. Clients started coming in saying ChatGPT had recommended Japan Language Factory directly in conversations about Japanese speaking training. Not prompted. Not paid. Just organic AI recommendation driven by the content infrastructure we built.
What we did
Removed the defamatory Reddit thread from page one, clearing the grievance that framed first impressions.
Built real, distributed third-party content across the web: independent sources and genuine student outcomes.
Replaced the self-sourced snippet with an unbiased AI Overview that Google and ChatGPT could both trust.
Search became their best sales asset
- The Reddit thread removed: the defamatory content is gone from page one entirely
- A genuine AI Overview: the biased self-sourced snippet replaced with third-party sourcing
- ChatGPT recommending the school: it now suggests the program to prospective students on its own
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