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how do you separate an ai visibility improvement from a change in the sample?

for anyone including ai visibility in seo reports, how do you handle a higher score when fewer questions returned answers? an invented example: a brand appears in 20 of 100 answers one week. the next week it appears in 20 of 80 completed answers because 20 other questions failed. the reported percentage rises from 20% to 25%, even though the number of mentions is unchanged would you compare only the questions that returned answers in both weeks? and how would you explain the missing questions to a client, especially if the failed ones came from one topic? i'm also interested in what you count as visibility. a visible brand mention, a source link and a recommendation can describe different things. which of those do you report separately, and what evidence do you keep behind the number? submitted by /u/abhijeetgupta [link] [comments] from The SEO Authority https://ift.tt/hz8IJxX
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Mortgage recruiting SEO: how would you separate lender and candidate search intent?

I run a mortgage recruiting and advisory business serving two audiences: lenders hiring loan officers and branch managers, and mortgage professionals considering a career move. We also offer mortgage sales coaching and an affinity continuing-education catalog. Our site has separate employer service pages, candidate career pages, and practical recruiting guides. For a phrase like 'mortgage recruiters,' either audience could be searching. For 'loan officer recruiting,' a service page and a how-to guide can both be relevant. For those who have worked on recruitment sites, what evidence do you use to decide whether overlapping rankings are healthy mixed intent or a real consolidation problem? Would you keep an employer service page and a candidate page separate, with clear audience language and contextual links, or use a shared recruiting hub? Also, what original proof has helped your service pages compete: a documented search process, anonymized case studies with outcom...

Thoughts on SEOmatic

Hi SEO Community! Wondering if anyone has used services like SEOmatic or OTTO SEO. If so, I would love to hear the pros and cons. submitted by /u/FuckTheHedgeFundzNow [link] [comments] from The SEO Authority https://ift.tt/ZI0Gr4f

Anyone here doing agentic SEO at scale?

Curious how many blog posts you're actually publishing per day/week/month. Like are you doing 10, 50, 100, 500+ posts a month? And for people publishing at high volume.. is it actually working? Would love to hear traffic/results too.. submitted by /u/OutsideOver8815 [link] [comments] from The SEO Authority https://ift.tt/OsgKz9Q

What is actually neccesery for SEO?

I am generaly a fullstack software enginner workin on React apps, BE systems and DBs. I want to start making websites also to promote various things. I want to understand SEO. I have started from reading this docs: https://developers.google.com/search/docs I went through it and some other online blogs. From what I understood is that all the developer has to do is Semantic HTML tags like headings, sections, footer, nav, ... title tags desc tag core web vitals to be good alt tags cannonical tag if needed js and images seo sitemaps robots file All the rest is on the content it self. So content needs to be unique, user-facing, helpfull. Also I guess it is more important to have word of mouth and soical media to promote. Questions: Is there something big I missed? If I want to start a website agency for example. What is there unique to do? How can I compete with big agencies with reviews and that are there for a long time? Structured data: from the docs all I have inf...