The Technical Foundation Still Matters AI systems and traditional crawlers rely on the same underlying access to your content. If your pages are slow, blocked, or riddled with duplicate content, you handicap every downstream effort. A thorough technical audit remains the unglamorous first step - checking canonical tags, internal linking, mobile rendering, and whether your important pages are actually being indexed at all.
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.
A competent seo expert starts by understanding what the site is supposed to do commercially, then works backwards through the technical layer to find where that intent is being blocked. That means examining crawl behaviour, indexation logic, rendering, internal linking architecture, and how the site handles its own duplication before ever touching a keyword.
The reporting itself should be readable in five minutes. If you need a specialist to interpret your own SEO report, the report has failed. What did we change, why, and what happened as a result - a good seo specialist can answer those three questions in plain language every month.
Neither is universally better. A freelance consultant offers direct senior access and lower overhead, ideal for SMBs starting out. Agencies suit higher-volume needs but can hide senior talent behind junior execution. Match the choice to your stage and budget.
The agency route Agencies offer breadth and continuity. If you need content production, technical development, link outreach, and reporting under one roof, an agency can staff all of it. The downside is that the seo consultant who impressed you in the pitch is often not the person doing your day-to-day work, and you may pay a premium for coordination. Ask exactly who executes your account and how much of your budget reaches actual work versus management.
The in-house route Building an internal team gives you the deepest business context and full control, but it is expensive and slow to assemble. Many companies use a hybrid: an external seo expert sets strategy and trains an internal hire who handles execution. This is often the most cost-effective structure over a multi-year horizon.
Structure that machines can parse Formatting is doing more work than ever. Question-based headings, concise definitions near the top of a section, comparison tables, numbered steps, and clearly scoped lists all make it easier for a language model to extract and attribute a passage. This isn't gaming the system; it's writing in a way that both humans and machines can navigate quickly.
Ask whether a script could have produced it. If every finding is generic best practice with no reference to your business model, competitors, or priorities, and there is no explanation of what to fix first and why, it is almost certainly templated output.
My perspective here comes from the practitioner side. With more than 17 years in search and a focus on GEO and AI search visibility,
Stanislav Peev has spent enough time inside broken sites to know that the interesting problems are never the ones a crawler flags automatically. The tool tells you a title tag is missing. It cannot tell you whether that page should exist at all.
A seo freelance arrangement gives you direct access to a single senior brain, usually at a lower total cost than an agency, with the flexibility to scale up or down. The risk is bandwidth: a solo consultant has finite hours. An agency brings a team and broader capacity, but you may work mostly with junior staff while the senior name stays on the pitch deck. In-house hires give you dedicated focus and deep product knowledge, yet a single employee rarely spans technical SEO, content, and the emerging GEO discipline equally well.
Questions to ask and red flags to avoid Good questions expose depth quickly. Ask how they'd run a technical SEO audit, how they measure whether content is earning citations, and how they think about entities and authority. Ask what they would not do, and why - a senior seo consultant is comfortable saying no to tactics that carry risk.
This guide is written from the practitioner's side of the desk. It lays out what an seo expert actually does, how to compare freelance, agency, and in-house options, and the specific questions that expose competence or the lack of it. If you want to see how a senior practitioner frames these engagements, the work of Stanislav Peev is a useful reference point, with 17+ years in search and published research on generative search visibility.