To understand why entering SEO feels different now, you have to understand what happened to search underneath the job. Traditional search was a retrieval and ranking system. Someone typed a query, got ten blue links, compared the options, and clicked one. Every classic SEO tactic, from keyword targeting to on-page optimization to rank tracking, existed to win position inside that comparison step. The whole craft assumed a user who would scan a list and choose.

Read more on our blog here https://search.agency/blog/how-to-start-seo-career-ai-search-era

Pull any large site's crawl logs and you will find a meaningful slice of bot activity spent on URLs that died months ago. Googlebot, Bingbot, and a growing crowd of AI crawlers keep returning to pages you deleted, rechecking whether they are still gone. The lever that controls how often they bother is the HTTP status code you return when they ask, and the choice between 404 and 410 matters far less for how fast a page leaves the index than for how much crawl it keeps costing you afterward. We pull this thread on almost every technical audit, because recovered crawl budget is some of the cheapest performance in SEO.

Read the comple post here https://search.agency/blog/http-410-vs-404-deindexation.

A buyer asks ChatGPT whether your product is any good, and the answer comes back wrong. Maybe it invents a founding date, credits you with a service you have never sold, or repeats a complaint a competitor seeded six months ago. You never see the query, the buyer never reads your rebuttal, and the deal disappears before anyone on your team hears about it. With more than 40% of B2B software discovery now starting as a conversational query to an answer engine, according to Steakhouse, a confident wrong answer often becomes the first and only impression a buyer forms of you.

Here's how you can defend your brand in AI search results. Full blogpost available here https://search.agency/blog/negative-defensive-geo.