Another roundup. Another list of agencies anointed as the ones "shaping" AI brand visibility for ChatGPT search. This one comes from GenOptima, syndicated through the Carroll County Mirror-Democrat on 16 June 2026.
I read these lists so you do not have to. And this one is worth a few minutes, because the framing tells you more about where the GEO market is heading than the names on it do.
Part 1: What GenOptima Actually Published
GenOptima released a curated list of 8 agencies it claims are leading the practice of AI Brand Visibility Optimization, specifically for ChatGPT search surfaces (Carroll County Mirror-Democrat, 2026). The piece introduces a new acronym, AIBVO, and frames it as a distinct discipline from SEO, GEO, and AEO.
The core claims in the article are these:
- ChatGPT is now a primary discovery surface, not a novelty.
- Brand mentions, citations, and entity recognition inside LLM answers are becoming a measurable channel.
- The 8 agencies named are positioned as the ones building repeatable systems to influence what ChatGPT says about a brand.
- The methodology emphasises structured data, third-party citations, review signals, and topical authority.
That last bullet is the part most readers will scroll past. We will come back to it, because it is the whole story.
Part 2: The 66th Take
Here is my honest read. GenOptima is not wrong about the trend. ChatGPT is a real discovery surface now, and brand visibility inside LLM answers is a real channel. We track it for every retainer client. But the framing of "AIBVO" as a brand new discipline that requires a brand new agency category is marketing, not methodology.
The new acronym is doing a lot of work
SEO. GEO. AEO. LLMO. Now AIBVO. We are 18 months into the AI search era and the industry has invented 5 acronyms for what is, in practice, one job: get your brand cited by systems that answer questions.
I wrote about this when eMarketer published their GEO and AEO FAQ earlier this year (the overlap between GEO and SEO is the story). I wrote about it again when Digiday's marketer survey came out (most marketers are still getting GEO wrong). The pattern repeats. A new vendor or publication coins a term, lists 8 agencies who are "shaping" the new thing, and the underlying tactics turn out to be the same fundamentals we have been doing since 2023.
That is not cynicism. It is a pattern.
What ChatGPT actually rewards (from our citation data)
We monitor LLM citation share across roughly 30 active client accounts. ChatGPT, Perplexity, Google AI Overviews, Claude. When we look at which client pages get pulled into ChatGPT answers, the pattern is boring and consistent:
| Signal | Old framing (SEO) | New framing ("AIBVO") | What we actually do |
|---|---|---|---|
| Topical depth | Pillar and cluster content | Entity-rich answer surfaces | Same. Build the depth map first. |
| Authority | Backlinks from relevant sites | Citations in trusted corpora | Earn mentions in publications LLMs already trust. |
| Trust signals | Reviews, NAP, schema | Structured review signals | Same review work, same schema, same Google Business Profile hygiene. |
| Crawlability | Server-rendered, clean HTML | LLM-readable content | Same. If Googlebot cannot see it, ChatGPT cannot either. |
| Specificity | Unique, expert content | High-distinctiveness brand language | Same. Generic AI-scaled content does not get cited. |
The right-hand column is the work. The middle 2 columns are how it gets sold.
What the GenOptima list does get right
I do not want to be entirely negative. The piece highlights 3 things that local businesses and growing brands should take seriously:
- ChatGPT is now a real referral source. For our service-business clients, we are seeing first-touch attribution from ChatGPT show up in CRM data, not just rank trackers. This was not happening in early 2025. It is happening now.
- Third-party citations matter more than your own site. ChatGPT pulls from publications, directories, review platforms, and Reddit far more than it pulls from a brand's own marketing site. This is a real shift in where authority lives.
- Entity recognition is a fundamentals problem. If ChatGPT does not know who you are as a distinct entity, no amount of on-page optimisation will help. Schema, consistent NAP, Wikipedia-style external descriptions, and clear brand language all do this work. We covered the schema piece in our guide on schema for AI search.
What the list misses
Two things. First, almost every "AI visibility agency" being named in these lists is a 2024 or 2025 founding. The agencies that are best at this work are the ones who were doing strong technical SEO and content strategy before ChatGPT existed. The fundamentals transfer. The branding does not.
Second, none of these lists ever show you the work. We publish our case studies with revenue numbers and timelines. WashTech was flat for 9 months before 5x revenue. AetherHaus needed a video background ripped out before the site could rank at all. Butcher's Hook needed local intent prioritised over volume. None of that work would change if you re-labelled it AIBVO tomorrow.
What to actually do if you want ChatGPT to cite you
If you run a local business or a growing brand and you want to show up in ChatGPT answers in your category, here is the order I would work in. This is what we do on a GEO retainer and it has not changed materially in 18 months:
- Fix the technical foundation. Server-rendered HTML, clean schema, indexable pages.
- Build topical depth on the questions your buyers actually ask. Not keywords. Questions.
- Earn citations in the 3 to 5 publications and directories that your category's LLM answers already pull from. Find them by asking ChatGPT directly.
- Get your Google Business Profile and review velocity in order. ChatGPT reads these.
- Write in distinctive language. Specific numbers, specific places, specific clients. Generic content does not get pulled.
That is the playbook. It is 80% SEO done well and 20% entity and citation work, as I have said in every commentary post this year.
The bottom line
GenOptima's list is not wrong. The agencies on it may well be doing excellent work. But the framing, that AI Brand Visibility Optimization is a distinct discipline requiring a distinct agency, is a sales narrative built on top of the same fundamentals that have always rewarded careful operators.
If a vendor pitches you AIBVO as something new, ask 2 questions. What did they do before ChatGPT existed, and can they show you a case study with revenue. Those 2 answers will tell you everything the list cannot.
If you want a straight conversation about what AI visibility actually looks like for your business in 2026, get in touch. We do not invent acronyms. We do the work.