Collection: LLM SEO

LLM SEO: Optimise For The Engines Buyers Actually Use Now

Large language models — ChatGPT, Claude, Perplexity, Gemini, Mistral and the proprietary engines inside Google AI Overviews and Bing Copilot — have taken a meaningful share of commercial buyer search queries. The shift is uneven across categories but consistent in direction. Premium B2B buyers were among the first to move. Considered-purchase consumer categories (supplements, jewellery, beauty, fashion, coaching, agency hire) followed. Convenience-purchase categories are next.

LLM SEO is the discipline of optimising a brand's content, schema, entity profile and citation graph to be cited by these models. It overlaps heavily with answer engine optimization and AI search visibility but is distinct in scope: LLM SEO addresses the full ecosystem of language-model-powered search products, not only the answer engines that have a public chat interface.

This collection brings together every BC option for LLM SEO and ties into our AI SEO Agency, Answer Engine Optimization and AI Search Visibility work.

The Five Major LLM Search Surfaces

Each engine treats brand citations differently. The work is similar but the levers differ.

ChatGPT (OpenAI). The largest LLM by usage. Pulls from web search, training data and user memory. Cites brands selectively in commercial queries; biases toward Wikipedia, Reddit, established editorial publications and complete schema.

Perplexity. Citation-first interface. Always names sources. Easier to influence than ChatGPT because the citation behaviour is explicit. Heavily weighted toward content recency and source authority.

Google AI Overviews. Pulls primarily from indexed search results enriched with knowledge graph entities. Google ecosystem brands have an advantage; non-ecosystem brands need entity work.

Claude (Anthropic). Increasingly used inside enterprise tools. Cautious about commercial recommendations; leans heavily on safety and trust signals. Brands with thin content history struggle to be cited.

Gemini (Google). Pulls from Google Search and the Knowledge Graph plus model training. Ecosystem-aligned with Google AI Overviews but with different citation behaviour in chat versus overview contexts.

A brand cited consistently across three or more of these engines has reached durable LLM visibility. A brand cited by one is fragile. The retainer work spans all five.

What You Get When You Engage Us

The done-for-you LLM SEO retainer at the Flourish, Thrive and Blossom tiers covers the full stack across all five engines.

An LLM-specific content audit. We score every important page on your site for LLM extractability — does the page open with a clean answer, does the FAQ schema cover the right questions, does the headline match how an LLM would phrase the topic, does the page have the comparison or definitive structure LLMs prefer to quote.

An entity graph build. Person schema for the founder, complete Organization schema, Wikidata entry where eligible, Wikipedia consideration, founder bio with verified credentials. Our Shopify Schema Markup collection covers schema implementation.

LLM citation tracking. Monthly tracking across all five engines for the queries that matter to your category. Quarterly competitor benchmarking. Year-on-year trend analysis once we have the history.

Content rewrite for LLM extractability. Our Shopify Collection Page SEO and Shopify Product Page SEO methods adapted for LLM citation, applied to your highest-traffic and highest-intent pages.

Citation engineering. Editorial outreach to publications LLMs trust, industry directory presence, podcast and conference work. Runs through our Link Building Services and the link product family from The Cutting and The Graft through The Orchid, The Root, The Crown 10 and The Crown 20.

Founder strategy call. Nick personally onboards every account.

BC playbook library access. Methods, templates and prompts we use on our own brands and on client engagements.

The 90-Day LLM Movement Guarantee

Inside 90 days from kickoff, you see documented citations across at least two of the five major LLMs (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) for queries relevant to your category, or month-four is on us. The guarantee applies to engagements with the full Tier-1 onboarding (audit + entity build + content rewrite of top pages + first citation push).

Who LLM SEO Suits

Three filters.

You sell something a buyer would research before deciding. Considered-purchase categories (supplements, beauty, jewellery, fashion, B2B services, coaching, agency hire) benefit most. Anonymous commodity products benefit less.

You have at least 30 substantive pieces of content already published. LLM SEO accelerates from a content base. New brands get foundation work first through our Shopify SEO Audit, Calm SEO Starter Kit and Collection-First SEO System.

You operate in a vertical we know. Shopify, Shopify Plus, WooCommerce, BigCommerce and Magento brands across Florist SEO, Jewellery SEO, Fashion SEO, Beauty SEO, Skincare SEO, Pet Brand SEO and Wellness SEO.

Capacity

Three new LLM SEO clients per month. Real operational limit; Nick personally touches every account during the onboarding window.

Why LLM SEO Is Different From Traditional SEO

Three structural differences worth understanding before you engage.

The unit of optimisation is the brand entity, not the page. Traditional SEO optimises pages to rank. LLM SEO optimises a brand entity to be named. The pages still matter as proof of brand depth, but the entity work is what moves the citations.

Recency weighting is heavy. LLMs weight recent content more than old content for time-sensitive queries. A brand that publishes substantive content monthly outperforms a brand with a larger but dormant archive. This affects content cadence inside the retainer.

Source diversity matters more than source volume. A brand cited by Wikipedia, Reddit, two industry publications and three editorial sources has higher LLM trust than a brand cited by 30 mid-tier blogs. Quality over quantity in the citation work.

LLM SEO Across Page Types

Each page type has a specific LLM SEO treatment.

Homepages. Organization schema with full fields, founder identity, brand story written in clean declarative sentences.

Collection pages. First-100-words answer, FAQ schema, comparison tables, definitive language. Our Shopify Collection Page SEO collection covers this.

Product pages. Complete product schema, review schema, ingredient or specification breakdowns. Our Shopify Product Page SEO collection covers this.

Blog and editorial. Article schema, identifiable author with Person schema, dateline freshness, opinion or definitive content rather than generic listicles.

Local pages. Local business schema, NAP consistency. Our Local SEO for Shopify and Local SEO for Small Business collections cover this.

International pages. Hreflang done right so the LLM cites the correct regional version. Our International Ecommerce SEO collection covers this.

Pricing

DIY entry: Calm SEO Starter Kit at $19, Collection-First SEO System at $47.

Monthly: Root Monthly SEO Starter Plan, Seed, Sprout, Bloom and Orchard. Full range at Monthly SEO Plans.

Done-for-you: Flourish, Thrive, Blossom. Agencies use our White Label SEO service. Strategic engagements sit inside Ecommerce SEO Specialist, Ecommerce SEO Consultant and Ecommerce SEO Company.

Frequently Asked Questions

What is LLM SEO?

LLM SEO is the practice of optimising a brand to be cited by large language models — ChatGPT, Claude, Perplexity, Gemini and the LLMs inside Google AI Overviews and Bing Copilot — when users ask commercial questions. It covers entity profile, schema, content extractability and citation graph density across all five major LLM surfaces.

Is LLM SEO different from AI SEO?

LLM SEO is the specific discipline of optimising for language-model-powered search. AI SEO is the broader umbrella that also covers AI-enhanced traditional search (Google AI Overviews shown alongside organic results, Bing's AI features, Pinterest AI search and similar). Most retainers run both. Our AI SEO Agency collection covers the broader umbrella.

How do I check if my brand is cited by LLMs?

Manual checks work for narrow categories: ask the LLMs your buyers' commercial questions and see whether your brand is named. Tools like Ahrefs Brand Radar, Profound and AthenaHQ automate this across hundreds of queries. Our retainer includes a tracking report covering all five major LLMs.

How long does LLM SEO take to work?

First documented citations within 60 to 120 days from kickoff. Citation density (multiple mentions across multiple queries and engines) builds over six to twelve months. Brands with existing content and authority see faster movement than brands building from scratch.

What is the 90-day movement guarantee?

Inside 90 days from kickoff, you see documented citations across at least two of the five major LLMs for queries relevant to your category, or month-four is on us. Limited to engagements with the full Tier-1 onboarding.

Why do you only take three new LLM SEO clients a month?

Nick personally touches every account during the onboarding window. Audit, entity build, content rewrite and citation push are senior-level tasks. Three accounts a month is the operational limit at our current capacity.

What does LLM SEO cost?

DIY paths start at $19. Monthly support starts at the Root tier. Done-for-you LLM SEO retainers price by store size, vertical and competition. Pricing published on the relevant retainer pages on bloomingcheckout.com.