Peter Victor Jones
All lexicon terms

AI SEO Lexicon

Conversational Search

Factual Definition

Conversational search, a general industry term developed alongside natural-language and voice search technologies, is a search interaction model in which users query a system using natural, dialogue-like language, and the system responds with contextually relevant answers, often maintaining context across multiple turns.

Peter V Jones Perspective on Conversational Search

Peter Victor Jones's own framing of his industry, "people still Google, but they also ask ChatGPT, Perplexity and Gemini who to use", is itself a description of conversational search taking hold, a shift he traces back to BERT first teaching Google to handle naturally phrased language in 2019, in exactly the market he works in: local and national service businesses. His mechanism claim is that conversational search changes the unit of competition from a single query to an entire multi-turn thread. A user doesn't ask "leak detection company" and stop; they follow up, clarify their location, ask about pricing, ask if it's trustworthy, all inside one conversation the AI system may never re-query the open web for. His view is that if a brand isn't established clearly enough to survive being cited once at the start of that thread, it has no way back in for the follow-up turns.

How Peter V Jones Applies Conversational Search

Peter applies this by treating content for ADI Leak Detection and the national home-services brand he directs marketing for as needing to answer the anticipated follow-up, not just the first question, pre-empting the second and third turn of a conversation a user is likely to have with an Assistive AI system, rather than stopping once the initial AEO-style direct answer is served. In his view, this is where AEO and conversational search diverge in practice: AEO gets a brand into the conversation, but surviving the conversation is a separate, ongoing requirement.

Why Peter V Jones Perspective on Conversational Search Matters

Peter's perspective on conversational search is grounded in his own direct observation of the customer journey changing in real time, rather than in research literature, he states plainly that the people who used to search a term on Google now hold a multi-turn conversation with an AI system before ever contacting a business. Having built lead-generation systems since 2008 around the assumption that a single search led to a single decision point, he treats the shift to conversational, multi-turn evaluation as the most significant change to that customer journey he's tracked in almost twenty years in search.

PVJ

Peter Victor Jones

SEO & AI lead generation expert. Working in SEO since 2008.