Everyone is suddenly a “GEO expert.” Most of them repackaged their SEO deck last quarter and swapped “Google” for “ChatGPT.” Here’s how to tell the practitioners from the rebrands before you sign a retainer.
If you’ve searched for a Generative Engine Optimization or Answer Engine Optimization specialist in the last few months, you’ve noticed the problem already: the market filled up overnight. Agencies that were doing generic content marketing in January are selling “AI visibility audits” in July. LinkedIn is full of new self-proclaimed GEO experts whose only credential is a slide deck with the word “prompt” on it.
That’s not a knock on the discipline. It’s real, it’s measurable, and it compounds. It’s a warning that the hiring bar right now is almost entirely vibes-based, and founders and CMOs are the ones paying for that gap. This is a practical guide to closing it: what the work actually looks like, the questions that separate practitioners from marketers, and the red flags that should end a call early.
GEO and AEO aren’t a replacement for SEO — they’re what happens when your existing SEO foundation (crawlability, structured data, EEAT, content depth) is strong enough that AI models can confidently cite you. A specialist who talks about AI citations without ever mentioning technical SEO, schema, or crawlability is describing half the job.
What a GEO/AEO specialist actually does day to day
Strip away the buzzwords and the work is fairly concrete. A specialist worth hiring should be comfortable talking through all of the following without reaching for jargon:
- Server-side rendering and crawlability audits — if your key pages render client-side only, most AI crawlers never see the content that would get you cited, regardless of how good it is.
- Entity and schema markup — Organization, Person, Article, and FAQ schema that tell both Google and LLMs unambiguously who you are and what you’re an authority on.
- Content structured for extraction — direct answers, clear definitions, and comparison-friendly formatting near the top of the page, because generative engines pull the passage that answers the question fastest, not the one buried in paragraph six.
- EEAT signals — named authors with real credentials, author schema, transparent sourcing, and a site structure that doesn’t dilute topical authority across unrelated content.
- Off-page citation building — the unglamorous part. Reddit threads, digital PR, third-party mentions, and community presence are frequently the actual source LLMs cite from, not your homepage copy.
- Tracking across platforms — ChatGPT, Gemini, Google AI Overviews and AI Mode, and Perplexity each surface differently, and a specialist should be able to show you where you appear, for which queries, and why.
Notice what’s missing from that list: nothing about “prompting ChatGPT to rank better.” If that’s the extent of someone’s methodology, they’re not a GEO specialist — they’re improvising.
The questions that expose real experience
You don’t need to be technical to run this filter. You need to ask specific questions and pay attention to whether the answers are specific back.
Red flags to end the call on
Guaranteed AI citations or rankings
No one controls what a generative model chooses to cite. Anyone guaranteeing placement is guaranteeing something they don’t control.
No mention of technical SEO in the pitch
If crawlability, rendering, and schema never come up, the “AI visibility” service is likely just content writing with a new label.
Portfolio with no before/after data
Screenshots of an AI answer mentioning a brand are easy to produce after the fact. Ask for the query history, the timeline, and what changed before that citation appeared.
Pricing pitched like enterprise SEO, delivery like a freelancer
Ask directly who does the work — a named specialist or a rotating junior team. Solo specialists and small teams are not a downgrade, but the pricing and scope should be honest about capacity either way.
Reports full of vanity metrics
“AI visibility score” style metrics from a proprietary dashboard, with no reference to actual referral traffic, brand query growth, or documented citations, are hard to falsify and easy to inflate.
Solo specialist vs. agency vs. freelancer
There’s no universally “right” answer to the question who to hire to get your business cited in AI, because it depends on your budget, timeline, and how hands-on you want the work to be. But the trade-offs are consistent enough to lay out plainly:
| Criteria | Solo specialist | Boutique agency | Marketplace freelancer |
|---|---|---|---|
| Who does the work | Same person, every time | Often delegated to junior staff | Variable, hard to verify |
| Technical depth | Usually high — narrower scope forces depth | Depends heavily on the individual assigned | Ranges from strong to none |
| Communication speed | Direct, no account-manager layer | Slower — routed through account management | Inconsistent |
| Capacity / scale | Limited by one person’s hours | Can run multiple workstreams in parallel | Limited, project-based |
| Pricing transparency | Usually clearest — scope maps to hours | Often bundled, harder to itemize | Cheapest, but scope frequently vague |
| Continuity risk | Single point of failure if unavailable | Lower — team can cover gaps | High — no continuity guarantees |
| Best fit for | Startups and mid-size teams wanting hands-on expertise without agency overhead | Larger sites needing multiple workstreams run simultaneously | Small, well-defined one-off tasks |
What “good” honestly looks like
Set expectations correctly and this becomes a much less confusing hire. AI referral traffic today is real, growing, and — for most sites — still a smaller number than organic search traffic. A specialist who leads with organic search improvements and treats AI citations as the compounding bonus on top is describing the discipline accurately. One who leads entirely with AI numbers and treats organic search as an afterthought is either working with an unusually AI-heavy niche, or overselling.
The work is also slower than the marketing around it suggests. Technical fixes, schema, and content restructuring take weeks to be recrawled and re-evaluated. Citation building on Reddit, forums, and third-party sites compounds over months, not days. If someone promises visible AI citation changes inside two weeks, ask what, specifically, changes that fast, and be ready for the answer to be “nothing, technically.”
The specialists worth hiring right now are the ones who were doing technical SEO and content strategy before GEO had a name — the discipline changed labels, not fundamentals.
A short checklist before you sign anything
- They can show a real, verifiable before/after example, not just a citation screenshot.
- Technical SEO (crawlability, SSR, schema, EEAT) is part of the pitch.
- They’re specific about how they’ll measure results, and honest about what can’t be guaranteed.
- Pricing and scope match who’s actually doing the work.
- They talk about organic search growth first, AI citations second.
If you want to see the real results, check our AI SEO Case Studies page: we break down what we did and what clients achieved after our strategy was implemented.
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