FAQs

KnownEntity.ai is a specialist AI Authority consultancy. We help B2B businesses and branded organisations move from invisible to appropriately and strategically cited by the AI platforms that buyers now use to research, evaluate and make decisions.

We make your business discoverable, trusted and transactable by the AI agents your buyers now use to find, evaluate and choose suppliers.

In the language of AI and knowledge systems, a "known entity" is a person, organisation or concept that AI has sufficient structured, trusted information about to reference with confidence. That is precisely the status we help our clients achieve. The name is the outcome.

"Properly known" is our brand essence. It means being cited for the right things, in the right context, to the right buyers. Not just visible. Most businesses assume the goal is simply to appear in AI answers. But appearing for the wrong things can be as damaging as not appearing at all. We ensure AI agents understand what your business genuinely stands for.

KnownEntity.ai was co-founded by Helenor Rogers (CEO) and Mike Rogers (CTO). Helenor brings 20+ years of strategic marketing experience across global brands and B2B sectors. Mike brings deep expertise in business analysis and AI systems. The team is supported by specialist content, creative and technical experts brought in on projects as needed.

We work with companies whose customers are professional buyers making purchases that carry both commercial and personal risk:

• B2B businesses with considered procurement, where buyers research at length, build a shortlist and only then engage with suppliers. If AI hasn't put you on that list, you are not in the conversation.
• Branded organisations with reputation at stake, where what AI says about the brand is now a commercial asset. Inaccurate, outdated or off-strategy citations actively cost revenue.
• Marketing leaders who take buying seriously, who recognise that AI search is a structural change in how buyers discover and evaluate suppliers.

We are specialist, not generalist. We do not run paid advertising, manage social media or optimise for traditional search rankings. KnownEntity.ai exists specifically to help organisations build credibility and authority within AI knowledge systems.

AI search rewards brand coherence. This is a marketing problem, not a technical one. We bring deep strategic marketing expertise to a field that too often treats AI visibility as purely technical. That focus creates depth of understanding that generalist agencies simply cannot match.

The buyer journey has already shifted. Buyers are using AI to build their shortlists. Once you are off that shortlist, you are rarely invited back on. Businesses acting now will compound a significant advantage over those that wait.

AI visibility is table stakes. AI Authority is competitive advantage. The goal is not to appear more, it is to be selected when it matters.

The cost is the deals that never reach you. Buyers use AI to filter options before direct contact. If your business is absent or inaccurately represented in those answers, your competitors receive briefs and meetings without you ever seeing the opportunity.

Worse, AI can present a business inaccurately, with outdated positioning, missing capabilities or simply wrong facts. This is silent revenue loss: invisible to most reporting, but happening every day.

Today, AI reads your business. Tomorrow, AI buys from it. Agent-to-agent commerce is the next phase: AI agents acting on behalf of buyers, transacting directly with the systems of suppliers they trust. This is not a far-off prospect. It is a 24-month horizon and the infrastructure is already being built.

EntityCore™ is the structured, machine-readable foundation AI uses to read you today and to transact with you tomorrow. The work pays off twice. The structured entity record that gets you cited in AI answers in 2026 is the same record that lets buyer-side AI agents identify, evaluate and procure from your business in 2027 and 2028.

Businesses that build this foundation now are not just winning today's shortlists, they are positioned for the agent-to-agent commerce shift. Businesses that wait will find themselves trying to build the foundation while transactions are already moving, and the cost of catching up is significantly higher.

AI Authority is the degree to which AI platforms recognise and trust your organisation as a credible source on the topics relevant to your business or brand. An organisation with strong AI Authority is cited, referenced and recommended in AI-generated answers. An organisation without it is absent, regardless of how well-established it is in the real world.

SEO optimises a website so search engines rank it in a list of results. The user then chooses where to click. AI Authority works in a fundamentally different environment: AI platforms do not return ranked lists. They generate a direct, synthesised answer, drawing on sources they have learned to trust.

The goal shifts from appearing in results to appearing in the answer itself. SEO and AI Authority overlap in some areas, but the execution is substantially different.

Yes. A well-structured website, strong domain authority and good technical foundations all feed into the signals that AI systems use to assess credibility. But SEO alone will not deliver AI visibility. An organisation can rank on page one of Google and be entirely absent from AI-generated answers. Both disciplines matter and need to be coordinated rather than treated as alternatives.

GEO (Generative Engine Optimisation) is the practice of structuring an organisation's expertise, content and online presence so AI platforms recognise it as a credible, citable source.

AEO (Answer Engine Optimisation) describes the same discipline from a slightly different angle, focusing on AI platforms as the destination where answers are delivered. The terms are used interchangeably.

KnownEntity.ai works across both, but we think of this work as building AI Authority. That is the outcome. GEO and AEO are the tactics.

The major platforms we focus on are ChatGPT, Perplexity, Google Gemini, Microsoft Copilot and Claude. Each behaves differently, draws on different sources and weights credibility signals in its own way. A rigorous approach accounts for all of them rather than optimising for one at the expense of others.

How an organisation shows up in AI answers is a brand question as much as a technical one. AI systems form a picture of what your organisation is, what it stands for, what it is an authority on and how it is perceived. We work with clients on the strategic foundations: defining clearly what the organisation is in AI terms, what it wants to be known for, and how that positioning should be expressed consistently.

This is precisely when AI Authority work is most important. AI systems draw on historical information. Without deliberate intervention, they will continue to reflect your old positioning long after you have moved on. KnownEntity.ai can help organisations take control of how AI presents them during and after a strategic transition, ensuring the new narrative takes hold across all major platforms.

AI Authority Infrastructure is the structured, machine-readable foundation that makes your business discoverable, trusted and transactable by AI systems. It is the layer beneath GEO and AEO.

Discoverable: AI systems can find your business when a buyer asks. The right entity exists, in the right registries, with the right facts.

Trusted: AI systems represent your business accurately and authoritatively. Citations, third-party validation and external authority signals reinforce the entity.

Transactable: AI buyer-agents can take action on your behalf. Request samples, qualify fit, initiate purchase. The infrastructure becomes a transaction layer.

Today's clients buy discoverable and trusted. Transactable is the roadmap. The infrastructure you build now is what enables transactions when agentic commerce takes off.

GEO (Generative Engine Optimisation): Getting your content to appear in generative AI responses. Largely technical. Focuses on visibility alone.

AEO (Answer Engine Optimisation): Optimising for answer engines specifically. Similar focus — appearing in answers.

AI Authority Infrastructure: Building the sustainable, structured, machine-readable systems that enable discovery, trust and future transactions. It is the foundation layer that makes GEO and AEO work at scale. It is what transforms you from "appearing in answers" to "being recommended and transacted with by AI agents."

You need all three. Infrastructure is the foundation. Think of it as the entity custodian function — like a credit agency maintains the structured record that determines business trust, we maintain the infrastructure that determines whether AI agents will discover you, trust you and eventually transact with you.

Because the infrastructure you build now becomes your competitive moat and prepares you for the shift. The structured entity record that gets you cited in AI answers in 2026 is the same record that lets buyer-side AI agents identify, evaluate and procure from you in 2027 and 2028.

Businesses that build this foundation now are not just winning today's shortlists. They are positioned for the agent-to-agent commerce shift. The discoverable and trusted layers you establish today become the transaction foundation tomorrow. Businesses that wait will find themselves trying to build the infrastructure while the transactions are already moving — and the cost of catching up is significantly higher.

The AI Authority Ladder™ is our proprietary four-stage methodology. It takes a business from invisible to appropriately and strategically cited through: Diagnostic Audit, Entity Build, Citation Strategy and Tracking & Measurement. Each stage builds on the one before. Clients cannot skip steps by design, which protects the integrity of the work.

We run systematic prompt audits across every major AI platform: ChatGPT, Perplexity, Claude, Gemini and Copilot. We establish your citation baseline, share of voice against competitors, sentiment and entity definition. The output is a documented starting point that everything else is measured against. This can be done as a quick Snapshot (48 hours, complimentary) or as a full Audit (1–2 weeks, £1,500+).

We build EntityCore™, our proprietary structured, machine-readable source of truth, hosted at a subdomain of your existing website. This is the content repository AI agents consult when deciding whether to recommend you. It is written for AI extraction: complete answers, question-first structure, deep topical coverage across the topic clusters that matter to your buyers. No website rebuild needed. Just a DNS record.

AI systems trust content that third parties also trust. We build the external citation graph through trade press coverage, expert bylines and commentary, review platforms, LinkedIn authority content, industry bodies and Wikipedia where the evidence trail supports it. Every placement is logged and tracked as a potential AI citation source. This is earned media discipline applied to the AI discovery layer.

Monthly prompt audits across every major AI platform, using the same structured query set so movement is visible and meaningful. Citation frequency, sentiment, share of voice and AI referral traffic in GA4 are all tracked and reported. The measurement layer closes the loop: it is the evidence of progress and the brief for next month's work.

Visibility (appearing in answers): 1–2 weeks.

Baseline shift (being cited more frequently): 6–8 weeks after EntityCore™ goes live.

True AI Authority (being cited for the right things): 3–6 months of active retainer work.

Structural authority (AI systems proactively recommend you): 6–12 months. This is where the compounding happens.

Minimally. That is one of our distinctive advantages. EntityCore™ is hosted at a subdomain. We need a single DNS record. No CMS access. No web development. No waiting for your agency's backlog.

For the technical audit, we may need to review your robots.txt or server configuration. But we do not make changes. We identify gaps and recommend solutions your agency can execute.

Technically, you could do individual pieces. You could write content. You could pitch journalists. But AI Authority is not a checklist of tactics. It is a discipline: knowing which platforms to monitor, how to interpret citation sentiment, how to sequence citation building so it compounds, how to measure progress against strategy.

Most businesses lack the time, expertise and focus. That is why we exist. If you have bandwidth and marketing expertise in-house, we can support you. But most clients choose us to own the work end to end.

This is common. AI pulls from all available sources and sometimes gets facts wrong or conflates different businesses.

Our approach is threefold: (1) Make facts so clear and authoritative in EntityCore™ that AI defaults to your source rather than outdated material. (2) Build correct citations through earned media emphasising accurate positioning. (3) Monitor sentiment monthly and flag persistent inaccuracy to AI platforms using their feedback mechanisms. It is not perfect, but 3–6 months of correct content and citation building significantly reduces misrepresentation.

EntityCore™ is our proprietary, structured, machine-readable source of truth for a client. Think of it as the entity custodian function: just as a credit agency maintains the structured record that determines business trust, EntityCore™ maintains the structured source of truth AI agents consult when evaluating whether to recommend you.

It is hosted at a subdomain (entity.yourbrand.com or similar) and built specifically for AI extraction: complete answers, question-first structure, deep topical coverage and consistent entity signals throughout. It is the core asset that compounds over time.

AI systems trust content that third parties also trust. When you build a strong citation graph in earned media, you are signalling authority to AI systems across multiple sources. Your own website and EntityCore™ are important. But they are self-published. An AI system asking "should I recommend this business?" will put greater weight on what independent sources say about you than on what you say about yourself.

Earned media is credibility architecture. Every article in a trade publication, every expert commentary placement, every review platform citation is a third-party verification of your authority. That compounds in the eyes of AI systems. That is why citation strategy is stage 3 of the Ladder™.

We start with the Diagnostic Audit. We look at which publications are already citing your competitors. We look at where your customers search for credibility signals. We look at the sources that top AI responses already reference. Then we develop a strategic list: primary targets (high authority, highly cited by AI systems), secondary targets (good authority, niche relevance) and opportunistic targets (good fit, good timing). Each month, we track which placements are actually cited by AI systems and measure impact on your citation frequency and sentiment.

We develop the strategy and the outreach plan. We identify the right publications, angles and timing. For clients with an existing PR relationship, we work with that agency. For clients without one, we can recommend partners or manage outreach directly (at additional cost). The important part is that earned media work is strategically aligned with your AI Authority Ladder™ work. It compounds.

Ongoing clients receive a monthly AI Authority Report. We run the same structured query set across all major platforms each month, so movement is visible and meaningful. The report tracks citation frequency, share of voice, sentiment and AI referral traffic in GA4. Trends are highlighted, gaps identified, and the next month's content brief generated. Only 16% of brands currently track AI search performance. The brands that do are compounding insight whilst everyone else is guessing.

• Top-level AI search analysis across the major AI platforms
• An initial entity clarity assessment showing how AI currently sees your business
• High-level visibility observations and the most actionable quick wins
• Delivered within 48 hours, with no obligation to commit to further work

A structured, documented investigation into how your organisation currently appears across all major AI platforms:

• 50 to 100 structured prompts across ChatGPT, Perplexity, Gemini, Copilot and Claude, using questions your buyers genuinely ask
• Citation frequency: how often you appear, in what context, and with what accuracy
• Sentiment analysis: whether AI presents you positively, neutrally or in ways needing attention
• Entity definition: what AI currently believes you are, what you do and what you stand for
• Technical accessibility: whether AI systems can properly crawl and index your content
• Competitive positioning: how your AI presence compares to competitors

A full written report giving a clear, prioritised picture of your current AI Authority. It includes your baseline citation score, competitive share of voice, assessment of your entity definition, and a practical roadmap for strengthening your position. The roadmap is specific to your business and forms the brief for any subsequent engagement.

The Audit produces a clear roadmap. Depending on findings, that typically leads to an EntityCore™ build, a strategic messaging review, an earned media programme or a combination. We work through findings together and agree the right sequence for your situation. There is no obligation to proceed; the Audit report is yours regardless.

• Monthly prompt audit across every major AI platform
• Two to four new EntityCore™ articles per month, expanding topical coverage
• Citation and PR outreach, with two to four placements actively targeted each month
• AI referral traffic monitoring in GA4
• Monthly AI Authority Report with share of voice trends
• Strategy review and next month's content brief

AI search is moving fast. Platforms change, algorithms shift, new sources rise and fall in influence. Without rigorous measurement, you do not know whether your AI Authority is improving, plateauing or eroding. With it, every action becomes evidence-based and every month builds on the last.

Free Snapshot: No cost. 48 hours.

AI Authority Audit: £1,500+. Depends on scope. 1–2 weeks.

EntityCore™ Build: £6,000–£12,000. Scope-dependent. 4–6 weeks.

Monthly Retainer: £1,000–£3,000 per month. Rolling 3-month minimum.

Year One Total: Typical engagement (Snapshot + Audit + Build + 8–10 months retainer) ranges £20,000–£40,000 all-in. ROI materialises within 6–9 months for most clients through increased qualified leads from AI search.

AI Authority does not compound overnight. Citations take time to build. AI systems take time to recrawl and recalibrate. At month one of retainer, you are still seeing early results. Real progress is visible at month three. The 3-month minimum ensures both parties have a realistic horizon and protects our ability to deliver measurable results.

Yes. We can discuss payment plans for larger engagements. For Audit and Build stages, we typically invoice 50% on agreement, 50% on delivery. For retainer, monthly invoicing is standard, though we can negotiate quarterly. Email hello@knownentity.ai to discuss options for your situation.

Marketing agencies are natural partners. The work you do on behalf of clients (brand positioning, content strategy, PR coverage, digital presence) all contributes to how AI systems perceive and cite those clients. We can add an AI Authority layer to your existing client offering through audit and reporting services, joint engagements or strategic guidance.

PR agencies place coverage that is precisely the kind of third-party, authoritative material that AI systems draw on when deciding whom to cite. Every piece of coverage in a well-regarded trade title enters the pool of sources AI systems treat as reliable. We can help PR agencies demonstrate, in clear and measurable terms, that the coverage they secure for clients is contributing to AI visibility and citation frequency.

Some SEO agencies are adding GEO services. The right question is whether they are applying genuine methodology or simply relabelling content production. Building the entity definition, knowledge architecture and external citation graph that AI systems rely on requires a specific approach. It is not an extension of keyword optimisation.

We focus exclusively on this discipline, and that focus makes a meaningful difference. We work happily alongside existing SEO partners.

SEO and digital agencies handle technical and measurement layers. We provide the strategic layer above: shaping what AI cites you for commercially, building AI Authority aligned to buyer journeys, and implementing across the citation ecosystem. We work as specialist partners bringing the strategic marketing judgement that decides what AI should recognise you for.

Any agency working on brand positioning, messaging or customer insight has natural alignment with AI Authority work. We can help ensure that positioning work translates into AI-visible authority.

Several models depending on your needs:

• White-label services: AI Authority Audits and reporting delivered under your brand
• Joint client engagements: working alongside your team on specific client projects
• Strategic consultancy: helping you build internal understanding of AI Authority
• Referral partnership: introducing clients who need specialist AI Authority work

We never approach an agency's clients directly. The relationship is always through you.

Start with the complimentary AI Authority Snapshot. We can give you a sense of where your business stands across the major AI platforms within 48 hours, with no obligation. From there, the structured AI Authority Audit takes 1–2 weeks and delivers the documented baseline that everything else is measured against.

The Audit produces a clear roadmap. Depending on findings, that typically leads to an EntityCore™ build, strategic messaging review, earned media programme or combination. We work through findings together and agree the right sequence for your situation.

The easiest way is to book a call with Helenor directly. Alternatively, email hello@knownentity.ai or WhatsApp +44 7411 934700.

We are happy to have an initial conversation about your situation before you commit to anything. We can often give you a sense of where you stand simply by running your organisation through the major AI platforms in advance of the call.