Why the old SEO playbook stopped working
The agency SEO playbook has been pretty much the same for a while now. Rank higher on Google, get more traffic, convert more users on your website. Clients understood the value, agencies could report on it, and everyone more or less agreed on what success looked like. The higher the search result the better, regardless of how you achieved it. That playbook has significantly changed, and honestly most agencies are not ready to admit it yet.
What AI search changed for brands
AI search has changed the way a meaningful chunk of people find things online. Not all of it, not even most of it, but enough that ignoring it is starting to look like a mistake. When someone asks ChatGPT, Claude or Gemini a question, they get an answer. A real one, with no list of links to sort through. The brand that gets cited in that answer wins. The brand that doesn't exist in that answer is just... not there. No impression, no visit, no chance.
That is a different problem than a keyword ranking dropping three spots.
The agencies I've seen handle this well aren't treating it like a crisis. They're asking a different set of questions with their clients. Not just "where do you rank" but "when you ask AI search the questions your customers ask, does your brand come up, and what does it say?" Most clients have never thought about that. Most don't know the answer. That gap is where a good agency can add a lot of value right now, if they're willing to have the conversation. The more companies like Anthropic (Claude) and OpenAI (ChatGPT) invest in advertising their AI products to mainstream audiences, the more your clients will start asking these questions on their own, and the more prepared your agency needs to be when they do.
The Audit Has to Lead Somewhere Real
There's been a wave of AI Readiness Audits hitting the market, a lot of them being used as top-of-funnel lead gen. But I've seen a version of this where an agency runs a quick scan, produces a score, hands it over, and that's the end of it. That's a report card with no tutoring attached, not a service.
The audit is only useful as a starting point. What it actually needs to produce is a clear-eyed picture of where a client stands:
- How their content is structured for AI consumption. Whether existing pages give LLMs the structured signals they need to surface and cite the brand.
- How their site handles LLM crawlers. Whether crawl behavior, performance, and access policies support or block discovery.
- How the brand is showing up in AI-generated answers today. What current models say when asked, and which competitors are getting cited instead.
- Where the gaps are. The specific distance between current state and what's needed to compete in AI search.
At Graybox we think about this across multiple areas, the same framework that underlies how we approach marketing strategy for our clients:
- Infrastructure and performance
- Security and traffic governance
- Data and content architecture
- Search and discovery
- Strategic readiness
The audit is step one. The roadmap that follows is where the actual work happens. An idea without execution is pointless.
You don't need to hire for this. Your SEO team already does it.
I get asked pretty regularly whether agencies need to go out and hire for this. My honest answer is no, you likely already have the resource. When mobile took over, nobody created a new "mobile developer" job category. Developers just learned responsive design. They absorbed it into what they already knew how to do. That's what's happening with AI search. It's an expansion of the SEO role, not a replacement for it. It's a bigger job description, not a different career.
How to have this conversation with long-term clients
The harder thing, in my experience, is the conversation with long-term clients. There's a version of this pitch that accidentally makes it sound like everything you did for the last five years was wrong. It wasn't. The landscape moved. That's genuinely different, and most clients get it when you say it plainly rather than dancing around it. The approach that works better is to skip the pitch entirely and just ask a question: how do you think your brand is showing up in AI search right now? Almost no one has a good answer to that. The conversation that follows tends to open itself up. You'd be surprised how many people have been thinking about this but didn't know how to bring it up.
The reason that conversation is worth having with them specifically is pretty simple. As the agency that's been working with them for years, you actually know their brand. Their positioning, their competitive situation, the history of what they've tried. That's not background context, that's the whole advantage. A new vendor can run the same audit but they can't bring that to the table. That existing relationship is what turns an audit into a real strategic engagement.
The agencies winning aren't the ones moving fastest
The agencies coming out ahead right now aren't necessarily the ones who moved the fastest. They're the ones who used this moment to have a more honest, more strategic conversation with their best clients. That's the opportunity. It's still open.
Not sure how your brand is showing up in AI search? That's exactly where we start. Get in touch.