UK searches for chatgpt shopping run at 251 a month with a competition index of 4 out of 100. OpenAI’s published product feed asks for nine required fields and currently targets US markets, which puts UK shops on the open-web route. What that means in practice.
UK searches for geo audit rose from an 83 to a 130 monthly average in 12 months. The 12 signals AiBoost’s own GEO audit scores, from funnel-stage prompt panels to AI-bot crawlability, explained in full.
UK searches for AI visibility tracking total roughly 370 a month, yet a click on ai visibility tracker costs £47.00. We unpack the build vs buy decision and the 7 things a weekly tracker must capture.
UK searches for ai visibility doubled to a 243 monthly average in 12 months. AiBoost’s free 5-step method to check whether ChatGPT, Perplexity and Gemini know your brand, with prompt templates by funnel stage.
Citation volatility measures how much an AI answer’s cited set churns week to week. Borrowed from finance, it tells you whether a query rewards continuous investment or a durable asset.
The UK AI SEO market sorts into five vendor archetypes, each with a strength and a blind spot. A vendor-agnostic buyer’s map, with the axes and proof questions to place any firm.
AI engines weight schema types differently, and markup Google dropped for rich results still earns AI citations. A per-engine schema priority matrix for 2026.
Getting an LLM to adopt a new category term runs through two pathways at different speeds. A grounded, evidence-based playbook for AI start-ups, with a 60-day measurement method.
AI engines disagree with each other and with themselves. A cross-engine consistency audit scores three dimensions across 50 UK queries to separate durable positions from noise.
ChatGPT and Perplexity share only about 11% of cited domains. Three levers, retrieval, recency and source-type, explain why the same UK query returns different sources.
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