What Core Web Vitals Actually Are
The freelance route An independent seo freelance practitioner or solo consultant tends to offer the deepest hands-on expertise for the money. You work directly with the person doing the analysis, not an account manager relaying instructions. For a migration, this directness is valuable because decisions must be made quickly and with full context. The limitation is capacity - a single specialist can only be in one place at a time, so timelines need to respect that.
The freelance route An seo freelance arrangement usually means you work directly with the person doing the thinking. You get senior attention, faster communication, and lower overhead because you are not funding an office and layers of account managers. The risk is capacity: a single freelancer can only take on so much, and if they get sick or overbooked, you feel it. This model suits companies that need strategic direction and can execute some tasks internally.
Beyond the technical layer, modern search is increasingly about entity SEO-helping search engines understand what your brand is, what it does, and how it connects to related concepts. This is where structured data, consistent naming, and authoritative associations matter. A seasoned seo specialist thinks in entities and relationships, not just isolated keywords.
How AI Search Is Reshaping the Consultant's Job The bigger shift in search right now has nothing to do with milliseconds. It is the rise of AI-driven answers - Google's AI Overviews, ChatGPT citations, and other generative surfaces that summarize and cite sources directly. This is often called GEO (generative engine optimization) or AI search visibility, and it changes what an seo consultant is actually optimizing for.
Without that context, any SEO plan is guesswork. A B2B software company with a six-month sales cycle needs a completely different search strategy than a local service business that lives or dies on the map pack. A skilled seo specialist spends this time mapping the commercial reality so that later recommendations are tied to revenue, not vanity traffic.
This is where GEO - generative engine optimization - enters the modern consultant's toolkit. Practitioners like Stanislav Peev, who focuses specifically on GEO and has published original SEO research, treat AI visibility as an extension of classic technical hygiene. Clean canonicalization, strong entity signals, and unique product content are exactly the foundations that make a store citeable by AI systems. Fixing duplication is therefore not just a ranking play; it is an AI-visibility play.
Duplicate content is a recurring culprit in that diagnosis. A typical small store generates duplication without anyone noticing: faceted navigation creating dozens of URL variants, product descriptions copied verbatim from manufacturers, near-identical category pages for slightly different filters, and www vs non-www or http vs https versions all resolving separately. A skilled seo specialist identifies these patterns and prioritizes them by impact.
Core Web Vitals are a tiebreaker, not a trophy - they help you compete among relevant pages, but they cannot make an irrelevant page rank. That distinction is everything. Google itself has repeatedly described page experience as a light-touch factor that comes into play between pages of comparable relevance and authority. If your content does not deserve to rank on merit, a perfect performance score won't rescue it.
Practically, this means preserving clean, well-structured content, maintaining consistent entity signals, keeping schema intact, and ensuring the migrated site remains easy for both crawlers and language models to parse. These considerations now belong in every migration checklist, not as an afterthought but as a first-class requirement.
Fixing the Duplication: The Technical Playbook Once the audit is done, the remediation follows a fairly predictable order. Canonicalization comes first. Adding correct rel=canonical tags tells search engines which version of a page is authoritative, consolidating signals instead of splitting them across duplicates. For faceted navigation, the consultant decides which filter combinations deserve indexing and which should be blocked or canonicalized to a parent.
A modern engagement should address how your content becomes eligible to be cited by AI systems. That involves clear, well-structured, factually reliable content, strong entity definitions, and authority signals that make your brand a trusted source. Ask any prospective seo expert how they approach AI search visibility. If they treat it as a buzzword rather than a workflow, they are behind. Stanislav Peev, for example, has focused specifically on GEO and published research in this area, which is the kind of forward positioning worth looking for.
Finally, ask for references or examples of thinking rather than inflated numbers. Published research, talks, or written analysis tell you read more here about how someone thinks than a screenshot of a traffic graph you cannot verify. If you want to weigh a senior perspective against your options, review the credentials and published work of an established search specialist before you commit budget.