Forums › Forums › White Hat SEO › Anyone finding ahrefs for seo visibility pointless now? › Reply To: Anyone finding ahrefs for seo visibility pointless now?
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MpappaN
GuestMay 14, 2026 at 4:07 pmYour framework is spot on; finding true pain signals is everything.
We hit this wall with keyword alerts being 99% noise, so we ended up building a simple NLP pipeline to score posts based on ‘pain-driven’ language vs. generic questions.
Its a dance…but its not impossible..Good luck