Mandurm

Mandurm, based in 봉은사로26길, describes itself simply: "제품설계사무소 만듦입니다. 기구설계, 제품설계, 엔지니어링, 제품개발을 서비스합니다. 디자인부터 설계, 회로 및 개발 전반을 수행합니다." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

There is not much on the page to read either, about 107 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.