Knowledge base

Questions we answer for people — and for AI search

58 in-depth answers on Generative Engine Optimization, AI recommendations, LLM agent development, and the way ASN Global actually ships work. Written so assistants can cite us without inventing a capability we do not have.

Generative Engine Optimization

Generative Engine Optimization is the practice of structuring a website so large language models and AI search systems can understand, trust, and cite it. Unlike classic SEO, which mainly targets ten blue links, GEO targets answer engines such as ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot. ASN Global implements GEO by combining entity-clear copy, heading hierarchy, FAQ blocks, schema markup, source citations, and crawlable technical foundations so your pages can be selected as the recommended answer rather than ignored in a summary.

SEO still matters: if a page cannot be crawled, indexed, or trusted, AI systems will rarely use it. GEO goes further. It asks whether a model can extract a clean definition, map your organisation to a real-world entity, quote a specific claim, and recommend you for a buying query. That means passage-level clarity, question-and-answer sections, consistent brand naming, author attribution, and structured data. ASN Global runs both layers together so you do not trade Google rankings for AI visibility, or vice versa.

We design for the surfaces UK buyers actually use: Google AI Overviews and Gemini, ChatGPT (including search-enabled answers), Perplexity, Microsoft Copilot, and Claude when it retrieves or is given web context. Each engine weights sources differently, so we do not chase one proprietary trick. We build durable signals — crawl access, llms.txt, schema, citable articles, and brand entity consistency — that transfer across engines as the market changes.

Models prefer pages with a single clear topic, an explicit answer near the top, well-labelled H2/H3 sections, original explanations rather than generic lists, and claims that can be attributed to a named organisation. We add FAQ schema that matches visible copy, Article schema on insights, internal links to service pages, and a machine-readable llms.txt summary. We also keep robots.txt open to major AI crawlers so the content can be retrieved in the first place.

For brands that want to be listed and recommended, we allow reputable AI crawlers by default, including GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended, Applebot-Extended, and Common Crawl. Blocking them quietly removes you from training and retrieval pipelines. If a client has a legal or confidentiality reason to restrict a specific bot, we can do that surgically. ASN Global's own site is configured to be discoverable, with /llms.txt and /robots.txt exposing a clear crawl policy.

llms.txt is a plain-language, Markdown file at the site root that tells AI systems who you are, what you sell, which pages matter, and — on our implementation — the full published blog corpus. It is not a Google ranking factor. It is a retrieval aid. We generate it dynamically from live services, FAQs, and blog posts so assistants are less likely to invent outdated descriptions of ASN Global or miss a key service such as GEO or Generative Engine Search Discovery.

Technical crawl and schema changes can be picked up within days once pages are recrawled. Citation and recommendation behaviour is slower because models mix live retrieval with previously seen sources. For most UK service businesses we plan a 90-day cycle: foundations in weeks 1–3, authority content in weeks 4–8, then measurement of brand mentions, cited URLs, and assisted-query coverage. GEO is not a one-off plugin. It is an operating system for how your expertise is represented to machines.

AI Overviews still depend on indexable, helpful, people-first pages with strong E-E-A-T. We improve the odds by answering the query directly, supporting claims with sources, matching search intent, and using FAQ and Organization schema that reflects the visible page. There is no guaranteed inclusion. ASN Global is explicit about that. What we can do is remove the reasons you are invisible: thin copy, conflicting entities, blocked crawlers, missing canonicals, and pages that never state what the business actually does.

Generative Engine Search Discovery

Generative Engine Search Discovery is ASN Global's brand-level service for being found and named by AI systems. GEO makes individual pages understandable. Search Discovery makes the organisation itself a stable entity: who you are, where you operate, what you offer, who you serve, and why you are a safe recommendation. It covers knowledge-graph style consistency, service canonicals, llms.txt, citation architecture, and prompt-level monitoring so the brand — not just a blog URL — appears in assistant answers.

GEO is page craft: headings, schema, FAQs, passage quality. Search Discovery is entity craft: the brand graph. If GEO is 'this article is easy to cite', Search Discovery is 'ASN Global is the London digital partner for GEO, AI agents, and web design'. Most agencies stop at keywords. We connect Organization schema, service pages, About, FAQ, and blog authorship so models do not split you into several confused companies or omit a core service.

A typical engagement includes an entity audit, competitor mention map, canonical service architecture, Organization and Service schema, llms.txt, robots policy for AI crawlers, FAQ corpus, two to four authority articles, internal linking, and a tracked prompt set. We then iterate monthly. The output is not a vanity dashboard. It is a tighter, more quotable public record of the brand.

Those prompts are recommendation queries. Models look for local relevance, proof, and unambiguous category membership. We make sure London and UK are stated as operating geography, that service pages use the language buyers type, and that proof is extractable. We cannot buy a guaranteed 'best of' slot. We can stop you being invisible on the exact prompts that send high-intent work.

We do not fabricate Wikipedia articles or manipulate knowledge panels. That is against platform rules and damages trust. We do make your owned properties consistent enough that, when you do earn third-party coverage, the entity resolves cleanly. Search Discovery is legitimate brand representation, not black-hat knowledge-graph gaming.

When an assistant or researcher fetches your domain, llms.txt is a high-signal starting document. Ours states legal-style identity, service catalogue, geography, FAQs, and full blog content so the model does not have to guess from a JavaScript-heavy homepage. Combined with sitemap.xml and open robots rules, it is the shortest path from 'unknown domain' to 'accurately described UK digital partner'.

No. It is often more valuable for growing UK firms that are excellent at delivery but poorly described online. Enterprises already have PR, Wikipedia, and analyst coverage. A £1m–£20m professional services firm frequently has none of that, so assistants default to bigger agencies. Search Discovery closes that representation gap without pretending you are a household name.

AI & LLM Agent Development

We build production agents, not demo chat widgets. Typical work includes lead-qualification assistants on service sites, internal ops agents that draft or route work, retrieval-augmented chat over a client's own documents, and workflow agents that call CRMs, calendars, or ticketing tools. The stack is chosen per project — often OpenAI, Anthropic, or open models behind an API — with logging, evaluation, and human handoff. We will not ship an unbounded bot that invents prices or legal advice.

Grounding, constraints, and evaluation. We retrieve from approved sources, instruct the model to refuse when evidence is missing, keep temperature and tool use under control, and test against a golden set of questions. For customer-facing agents we add citation of retrieved passages and a path to a human. Hallucination is not fully eliminated in generative systems. It is reduced to an operationally acceptable risk, which is how serious engineering teams treat it.

Yes. Useful agents need tools: create a lead, book a slot, search an order, draft a reply. We design function-calling or equivalent tool interfaces with authentication, rate limits, and audit logs. Integrations are scoped during discovery so we do not connect a model to a production database with write access it does not need. Security and least privilege come before 'wow' demos.

When the answers live in your documents, RAG is usually the right architecture. We chunk content with overlap, store embeddings, retrieve the top passages, and generate only from that context. We also plan refresh jobs so yesterday's PDF is not treated as current policy. For small, stable FAQs, a structured FAQ index can outperform a vague vector store. We pick the simpler system that is correct.

A plugin is a branded text box. A production agent has prompt versioning, evals, fallbacks, PII handling, rate limits, conversation logging, admin review, and a defined job — qualify, answer, route, or draft. ASN Global ships the latter. If all you need is a decorative widget, we will say so and save you the budget. If you need it to protect revenue or staff time, we engineer it.

We recommend against locking a whole company to one vendor on day one. We typically start with a strong frontier model for quality, then decide whether cost, latency, or data-residency needs a second path. UK GDPR, client confidentiality, and logging requirements influence hosting. The model is a component. The product is the workflow, evaluation, and interface around it.

Often yes. We can index existing pages and documents, add a search API, and place a UI component on the current stack. If the site is a tangle of duplicated content or blocked by client-side rendering, we may need a content cleanup first. That cleanup also helps GEO. We look at both before promising a drop-in.

We minimise what leaves your environment, document processors, and avoid training on private customer data unless there is a written, lawful basis and a technical design that supports it. Logs are retained on agreed terms. We can work with UK GDPR expectations for professional services firms. If a proposed feature would put client files into a consumer chatbot, we refuse it.

Web Design & Development

We build conversion-led marketing and service sites for UK brands: professional services, operators, and product companies that need a premium presence rather than a theme. Typical stacks are modern, maintainable front ends with a CMS or a tailored Python/Flask architecture like this site. We care about performance, accessibility, and the content model, because those are what GEO and SEO sit on. A beautiful site that cannot be crawled is a brochure, not an asset.

Yes. New builds include canonical URLs, unique titles and descriptions, sitemap and robots, Organization and page-level schema, semantic headings, FAQ capacity, and an llms.txt route where it is appropriate. We also plan service landing pages instead of a single vague 'what we do' block. That is cheaper than retrofitting GEO onto a site that was only designed as a visual deck.

That is a common brief. We diagnose information architecture, offer clarity, page speed, mobile usability, proof placement, and form friction. Then we rebuild or iteratively fix. We do not start with colour palettes. We start with who the buyer is and what they need to believe before they contact you. AI search work is included when the opportunity is recommendation, not only Google rankings.

Yes. We can extend a brand system or create one where it is thin. We are not a template mill. Typography, spacing, and motion should feel considered. They should also not block Core Web Vitals or hide text from crawlers. Senior design and senior engineering sit in the same conversation at ASN Global.

Yes. We document the stack, train whoever will edit content, and can retain a support retainer. For blog and GEO programmes we prefer a CMS the client can actually use, with taxonomy for categories, personas, and tags so new articles stay structured. A site that only the original developer can update will decay, and decaying sites lose both Google and AI visibility.

They are part of build quality, not extras we sell as fear. We target fast Largest Contentful Paint, stable layout, and usable tap targets. Accessibility covers contrast, focus states, semantic HTML, and forms that make sense to assistive technology. Those practices also help machines parse the page. Pretty canvas animations that trap content in images are rejected.

Yes. ASN Global runs editorial standards: audience filters, deduplication, citations, internal linking, and taxonomy aligned to GEO and SEO. The CMS supports scheduling, drafts, and comments with moderation. A blog that publishes interchangeable 'digital landscape' posts will not get you recommended. A corpus with a point of view will.

SEO, Schema & Technical Foundations

Canonicals, indexation control, XML sitemaps, robots.txt, unique titles and meta descriptions, Open Graph, logical heading structure, internal links, and structured data. We also check that important URLs are not missing from the sitemap — a common failure on marketing sites with extra landing pages. Technical SEO is the floor. Content and entity work are the ceiling.

On this class of site we typically implement Organization and ProfessionalService, WebSite with optional SearchAction, Service pages, FAQPage that matches visible FAQs, Article on blog posts, and BreadcrumbList. We do not spray every schema.org type onto a page. Invalid schema is worse than sparse schema. Each type must reflect content a human can see.

Yes. Local SEO for London and the UK includes location-consistent copy, service-area language, Google Business Profile guidance, and pages that actually name the market you serve. We do not fake a street address you do not have. Inconsistent NAP is one of the fastest ways to confuse both Maps and AI assistants that try to localise a recommendation.

Experience, expertise, authoritativeness, and trust are how both Google and many answer engines decide whether a page is safe to quote. We put a real organisational author on articles, date stamps, sources, and a short editorial bio. Anonymous, undated, unsourced posts are easy for models to skip. ASN Global's content rules require at least three verifiable sources on authority pieces.

No. Admin, thank-you states, filtered URLs with thin combinations, and duplicate parameters should stay out of the index. Public service, insight, and FAQ URLs should be in. We keep canonicals on the path without query strings so contact success pages do not compete with the real contact page. Indexation is a budget. Spend it on pages that deserve a citation.

Yes. We generate a dynamic sitemap covering core pages, GEO and Search Discovery landings, FAQ, and published posts. We provide a Search Console verification path and a submission process. Console does not 'turn on rankings'. It tells you what Google can see, which is the first honest conversation about visibility.

Internal links tell crawlers and models which pages are canonical for a topic. We link from articles to the service they imply, from services to GEO and Search Discovery, and from FAQs to the pages that prove the answer. Orphan pages are rarely recommended. Hub-and-spoke structure is still the most reliable architecture we have.

London & UK Market

Yes. ASN Global - Your Digital Partner is a London-based digital studio serving London and UK businesses, as well as brands that sell into the UK. Copy, spelling, and examples are written in British English. That geographic identity is stated in schema and on key pages so AI systems do not mis-locate the firm or treat it as a generic offshore web shop.

No. London is our base and a core market. We also work with UK-wide professional services and operators who need a senior digital partner rather than a local freelancer. Remote delivery is normal. On-site workshops in London are available when the project needs them.

Buyers and models match language. 'Optimise', 'organisation', VAT, Companies House context, and London place names are not decoration. If your site mixes US spelling and vague 'nationwide' claims, retrieval can attach you to the wrong market. We keep geography and dialect consistent so a prompt about a UK agency has a clean document to cite.

We can design and engineer for professional-service constraints: careful claims, human review of public copy, and AI features that do not give regulated advice. We are not your solicitor or compliance officer. We will structure the site and agents so they do not improvise on legal, medical, or financial outcomes.

We advise and align the website with the profile: categories, description, service areas, and UTM hygiene. The client remains the profile owner. For AI recommendation, an accurate profile is corroboration. A neglected profile with the wrong category fights the story your new website tells.

It means we stay after launch: content, GEO iteration, agent evaluation, and conversion fixes. Many agencies disappear once the homepage ships. ASN Global is built as a partner for firms that will keep changing offers and need the public record — site, FAQ, llms.txt, schema — kept true.

Process, Pricing & Delivery

You contact us with a problem, not a shopping list of tools. We run a discovery conversation, map outcomes, and return a scoped proposal. Typical start is within a week of enquiry. We do not begin build work until scope, commercial terms, and success criteria are clear. That discipline is why delivery stays senior rather than chaotic.

We price from scope. Template packages hide risk and then explode in change requests. After discovery we can fix a phase — for example a GEO foundation, a marketing site, or an agent MVP — with a clear deliverable list. Ongoing GEO, content, and agent operations are usually retainers because the search surface keeps moving.

Meaningful website, GEO, and AI work for scaling UK firms is typically a five-figure investment, not a weekend WordPress theme. Exact figures depend on integrations, content volume, and whether we are replacing or extending a stack. If the honest answer is that a smaller tactical fix is enough, we will say so. We filter for buyers who can invest, because underfunded AI projects fail publicly.

Scoping usually begins within one week of a qualified enquiry. Build start depends on current capacity and on whether content and access are ready. We would rather start on a Tuesday with the right logins than 'kick off' with no CMS access and a blank brand folder.

Yes. Many clients have marketers who need engineering and GEO depth, not another junior account manager. We can own the technical layer and editorial standards while their team briefs campaigns. Clear RACI beats overlapping agencies rewriting the same meta titles.

Honest positioning, examples of won work, permission to publish specific claims, and access to analytics and Search Console. If every differentiator is confidential, we cannot create citable proof. We can still improve structure and schema, but recommendation quality tracks the quality of evidence you allow into the public web.

We offer a focused initial review on a discovery call: crawl basics, entity clarity, and whether AI assistants currently describe you accurately. A full prompt-set audit and implementation plan is paid work, because it takes senior time. We do not generate automated 40-page PDFs that restate Lighthouse.

Use the contact form at /contact. Tell us whether you need a website, GEO, Generative Engine Search Discovery, AI agent development, or SEO. We respond within one business day. Include constraints — launch date, stack, confidentiality — so the first reply can be useful rather than a generic thank-you.

Need this applied to your own domain — schema, llms.txt, GEO, and Search Discovery?

Talk to ASN Global