
What Does an AEO Agency in the UK Actually Do?
66% of UK senior decision-makers now use AI in procurement. Here is exactly what a UK AEO agency does, what to look for, and what questions to ask before you appoint one.
Weekly PoV on Answer Engine Optimisation, Agentic AI lead generation, Google AI Overviews, ChatGPT search ads, AI governance, and persona-driven B2B GTM. Written for enterprise marketers who need to win citations in AI-powered search, not just rankings.
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Four decision-stage guides for B2B marketers evaluating AI search investment. Each post answers a distinct question buyers ask before signing an AEO contract.
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Marketers are using AI to research agencies while moving meaningful search and content budget into AI visibility. The winning vendors will not be the loudest; they will be the easiest to verify.
ChatGPT Ads is becoming a recognisable performance-media platform. The operational capability is welcome; the danger is letting broader attribution make the channel look more incremental than it is.
A new B2B buyer survey suggests AI is used more to verify vendor claims than to build shortlists. The commercial advantage is not replacing sales; it is reducing the buyer's verification burden.
The enterprise agent problem is not simply identity or access. Autonomous systems need authority that changes with task, data sensitivity, risk and time — plus a reliable way to stop them.
A 4.3 million-response benchmark across 1,259 B2B SaaS brands reveals an 11x visibility gap in AI search. The moat is not formatting — it is independent corroboration density.
Advertising to AI agents has hit the inevitable question: how do you prove the ad worked? The causal chain from crawler exposure to transaction has at least seven steps.
Stripe is paying more than $8 billion not for a frontier model but for the layer that decides which intelligence handles each task and meters the resulting economic value.
My increasingly controversial view: consciousness may be the most fascinating unanswered question about AI, but it is not the one determining what happens next. Capability, autonomy and consequence are what drive the singularity — not sentience.
Anthropic's frontier research shows that individually reasonable agent behaviours can combine into unwanted system-level outcomes. The next enterprise AI failure may not involve a rogue agent — it could involve two authorised agents, each correctly pursuing a different definition of success.
Fresh AI Search benchmark data shows that conventional brand prominence does not consistently predict AI recommendation frequency. In one category, globally famous brands were beaten by much smaller competitors. AI awareness and AI shortlist authority may be two very different things.
Nvidia is reportedly discussing a $3 billion investment in the infrastructure behind OpenAI's compute expansion. It is a reminder that AI is not economically equivalent to SaaS. Every agent action ultimately lands somewhere physical: chips, power, data centres and capital.
Most AI users write prompts like search queries. Senior practitioners structure them like engineering specifications. This guide covers the 6 frameworks, persona design, guardrails, output formats, and tool-specific syntax that separate amateur prompts from production-grade ones.