AI Search & LLM Marketing

If AI engines aren’t citing your brand, you’re becoming invisible.

We bridge the gap between traditional search and generative AI. By optimising for Google AI Overviews (AEO) and LLM engines (GEO), we protect your organic visibility and turn AI citations into measurable revenue.

Eleanor Sangan

Book a 30 min strategy call with Eleanor

For forward-thinking ecommerce brands experiencing high impressions but falling clicks. Built on deep expertise across technical SEO, Digital PR, and elite affiliate networks.

Working with and across

What is AI & LLM Optimisation?

Search has changed fundamentally. We ensure your brand is the answer.

AI and Generative Engine Optimisation (AEO & GEO) is a highly technical, data-led approach to modern search visibility. As Google AI Overviews intercept traditional organic traffic, and consumers use LLMs to discover products, your brand must adapt. We optimise your technical setup and your digital footprint so AI engines consistently select, cite, and recommend your products.

Our Three-Layer Architecture

01 / CAPTURE (AEO)

Target Engine: Google AI Overviews
Focus: Technical & Onsite Readiness

We restructure your onsite architecture and content into answer-led formats, ensuring your site is highly crawlable and the content is instantly recognised by Google’s generative algorithms.

02 / CITATION (GEO)

Target Engine: LLMs (ChatGPT, Gemini, Perplexity)
Focus: Third-Party Ecosystems

We influence the exact sources LLMs trust most, reviews, gift guides, and editorial lists—leveraging our affiliate and digital PR networks to secure authoritative brand mentions.

03 / CONVERT

Target Engine: The Commercial Funnel
Focus: Turning Prompts into Purchases

We treat AI search not as a vanity tech metric, but as a discovery pipeline, ensuring citations link back to active, high-converting digital channels.

Why Now?

Your impressions are up, but your clicks are down. AI is intercepting your demand.

Organic click-through rates (CTRs) are down 15–34% where AI Overviews appear. Discovery to purchase is shifting away from the traditional search bar and moving into generative answer feeds. Simultaneously, around 60% of LLM product recommendations draw directly from third-party content like affiliate review sites and digital PR placements.

If you wait until LLM referral traffic scales past its current sub-5% baseline, your competitors will have already trained the models to recommend them.
Why this matters right now: An endless loop of algorithmic recommendations, third-party validations, and automated social proof will always beat an unoptimised website. If the machines can’t read you, they won’t recommend you.

The Shift to Citation-Based Discovery

The search environment has matured into a strict citation ecosystem:

  • Context over keywords: Modern social and search algorithms prioritise contextual depth and direct answers over keyword density.
  • Affiliate is the new discovery layer: The third-party content LLMs trust implicitly (reviews, comparison lists, gift guides) already lives inside your affiliate network.
  • The attribution evolution: The right data setup connects initial LLM prompt visibility directly to last-click affiliate conversions, keeping the channel accountable.
  • AI Search Engine optimisation: AI engines rely completely on trusted citations to recommend brands. If you aren’t in the citation pool, you don’t exist in the answer.

The business case

The business case Headline: What you actually get out of it. Sub-head: The commercial outcomes your board will recognise (across the full funnel)

Recapturing Intercepted Traffic

Identify and reclaim keyword spaces cannibalised by AI Overviews, turning lost organic clicks into structured, intent-driven site visits.

Future-Proofing Search Shares

Establish a technical baseline that ensures your brand remains highly eligible for generated answers before search volumes shift entirely.

Optimised Partner Recruitment

Complete clarity on exactly which publishers and affiliate partners are being cited by LLMs, allowing you to recruit, optimise, and incentivise them effectively.

Enhanced Crawlability Foundations

Deploy hyper-targeted schema markup that makes it effortless for LLMs to pull your precise pricing, reviews, and product data into real-time answers.

Diversified Search Risk

Reduce your complete reliance on standard Google organic algorithms by diversifying visibility across ChatGPT, Perplexity, and Apple Intelligence pipelines.

Fair Publisher Attribution

Support your SEO and Affiliate teams simultaneously, ensuring top-of-funnel citation builders are compensated fairly alongside last-click converters.

Our AI & LLM Optimisation Services

How we work with you Headline: Our services. Intro: From technical onsite restructuring to expansive multi-channel publisher activation. Select the exact entry point that aligns with your current team pain points; we engineer the rest around it.

AEO Optimisation (Search / SEO Focus)

AEO & AI Search Optimisation Retainer

Technical Foundations & Content Architecture | Ensure the world's most powerful algorithms can read, process, and trust your site layout.

Includes an intensive AI Overview Impact Analysis and Query Fan-Out investigation. We provide technical advice for LLMs, write AEO-first onsite copy.

Best for: Teams looking to improve AIO visibility across tracked commercial prompts or protect cannibalised traffic pipelines.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: £2,500 p/m

Performance PR & Content Creation

Brand Authority Amplification | Feed the engines high-quality digital breadcrumbs that build massive topical authority.

Includes digital pr pieces designed for LLM's and readers per month. Outreach to publications and media monitoring.

Best for: Brands requiring rapid, external content creation to fill glaring visibility gaps across major search prompts.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: £1,000 p/m or £1,500 p/m for full content execution

GEO Optimisation (Affiliate & LLM Focus)

Onsite Content Strategy

Content Alignment | Structure your onsite resources to match exact conversational queries.

Includes an intensive Impact Analysis and Query Fan-Out investigation. Write LLM-first onsite copy.

Best for: Brand teams needing direct, comprehensive copywriting adjustments to resolve high impressions but dropping CTRs.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: £2,000 p/m

Affiliate Activation

Third-Party Footprint Expansion | Influence the external platforms that LLM models look to for core brand recommendations.

Driven via targeted publisher outreach to review channels, comparison models, and gift guides. Uses specialised Obsero auditing to understand current LLM placement rankings relative to core market competitors.

Best for: Affiliate Managers looking to find out how partners are being utilised in generative citations to better recruit, reward, and optimise them.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: £2,000 p/m

Performance PR & Content Creation

Brand Authority Amplification | Feed the engines high-quality digital breadcrumbs that build massive topical authority.

Includes digital pr pieces designed for LLM's and readers per month. Outreach to publications and media monitoring.

Best for: Brands requiring rapid, external content creation to fill glaring visibility gaps across major search prompts.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: £1,000 p/m or £1,500 p/m for full content execution

Performance Influencer Integration

Unlocking Algorithmic Social Proof | Convert authentic consumer creator voices into structured LLM data points.

Includes influencer services designed to feed LLM's, such as working with digital creators across channel campaigns.

Best for: Ecommerce brands with considered purchase cycles that require scalable social verification across feeds and search queries.

Timeline / Scale: Minimum 6 Months

Type of Contract: Monthly Retainer

Investment: From £1,500 p/m

Frequently Asked AEO & GEO Questions

Traditional SEO focuses on optimising your specific web architecture to rank high on a list of blue links inside traditional search engine result pages (SERPs). Answer Engine Optimisation (AEO) and Generative Engine Optimisation (GEO) focus on optimising your complete digital footprint so AI models (like Google AIO, ChatGPT, and Perplexity) choose your brand as the definitive direct answer within a conversational query generation. SEO wins clicks; AEO wins the citation.

AEO directly protects your revenue from the rising threat of zero-click searches. When Google AI Overviews answer an engine query right on the search results page, traditional organic CTR drops drastically. AEO ensures your site serves as the foundational data source backing that AI response, keeping your brand visible, keeping traffic flowing, and maintaining high-intent consumer discovery pathways.

It is incredibly effective for both, but it works exceptionally well for any brand operating in a considered purchase category (such as fashion, health, high-end retail, travel, or B2B software). Whenever a user runs research queries like “best software platforms for…” or “safest outdoor gear for…”, LLM models scrape authoritative third-party reviews and comparison assets. AEO and GEO guarantee you dominate those specific pre-purchase consideration cycles.

Yes—but we must approach it with a mature, full-funnel mindset rather than searching for an instant overnight conversion metric. We track definitive performance through clear leading indicators: verified citation count shifts within tracked prompt buckets, targeted branded search volume increases, and overall channel conversion uplifts via SEMrush and Obsero platforms. We treat our AI visibility data as a verifiable commercial asset that directly insulates your brand from audience loss.

While AEO (Answer Engine Optimisation) focuses on structuring your owned website for Google AI Overviews, GEO focuses on optimising your third-party digital footprint for conversational LLMs like ChatGPT, Gemini, and Perplexity. LLMs rarely look at your website in isolation; they scan trusted external ecosystems, such as comparison sites, press features, and editorial reviews, to generate recommendations. AEO optimizes your site; GEO optimises where the AI goes to verify you.

Around 60% of LLM product recommendations draw directly from third-party content, like gift guides, affiliate review sites, and publisher comparison lists. LLMs look for consensus across authoritative web sources before recommending a product. By aligning your Affiliate and Digital PR networks with our GEO framework, we ensure your brand is prominently featured across the exact external publishers LLMs trust implicitly.

Traditional keyword rank tracking doesn’t work in conversational AI feeds. We track GEO performance through specialised AI monitoring platforms (such as Obsero) alongside targeted prompt audits. We measure key indicators including citation frequency, brand sentiment, share of voice against key competitors, and the specific publisher source links LLMs are pulling from to validate your recommendations.

Waiting for LLM referral traffic to peak before acting is a costly mistake. Generative models learn and reinforce patterns over time; if your competitors dominate the third-party citation pool today, LLMs will continuously train themselves to recommend those brands first. Optimising for GEO now secures your place in the recommendation loop before your market competitors establish an unbeatable citation footprint.

Let’s talk

See if your brand is ready to capture AI Search visibility.

A zero-pressure, 30-minute strategic overview. We’ll review your existing organic performance layout, look at your primary query vulnerabilities, and tell you transparently if our framework matches your agency growth milestones.