Alephic / Writing
The AI Search Maturity Matrix
A framework for navigating a world where LLMs increasingly mediate brand preference
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I spoke with a company recently that spends $500k / year on prompt tracking. They track thousands of prompts and there’s an executive-wide email that goes out every week with a “citation rate” line chart that wiggles.
Meanwhile, skyrocketing DataforSEO spend on Ramp suggests that more nimble companies are moving away from enterprise GEO tools and building their own custom solutions in house.
But so what? Prompt tracking isn’t a strategy.
How your brand is perceived by AI models feels (correctly!) existential to many CEOs and CMOs. A core job of the CMO in this moment is presenting a coherent strategy for how to evolve a brand in a world where LLMs increasingly mediate brand preference.
The challenge of building an actual AI search strategy is that you need a way to allocate resources beyond the time horizon of the models, a strategy can’t fluctuate every time a new model drops. The real task, then, is to build AI Search as an organizational capability rather than a dashboard. That’s where the concept of a maturity matrix comes in.
The Five Levels of AI Search Maturity
To say this another way, the core question marketing leaders should be asking is “how can we evolve our AI search maturity?”
AI Search maturity is the organizational ability to turn noisy model outputs into foundational insights about the information ecosystem, then turn that into durable market influence.
To that end, we’ve built an organizational maturity model to help you understand how sophisticated you are - and how you might get better. The model has three dimensions: measurement capability, executive knowledge and strategic posture. Companies are rarely advancing equally across all dimensions.
Hopefully this helps you have a conversation with your leadership team and think about not just problem solving but capacity building.
Level 1: Instrumented - “how visible are we in AI search?”
This is where everyone was 12-18 months ago. You’ve loaded up a set of prompts into a prompt tracking engine and can answer basic questions like “are we more or less visible than our competitors”?
